import networkx as nx
# https://networkx.github.io/documentation/stable/reference/index.html
import matplotlib.pyplot as plt
from matplotlib import pylab
import numpy as np
import pandas as pd

DATA SET

This dataset comes from a consulting firm. Emails exchanged during the period 4 to 19 March 2019. 1174928 lines

Each line describes what a collaborator sent or received at MessDate. S/he sent (Id_Direction is equal to 1) or received an email from a contact (Id_Direction is equal to 2).

The interlocutor can be interne/externe/unidentified (PartnerTypeName).

The interaction involving the collaborator is defined by:

• GroupName1 : Post/Title of the collaborator

• RecipientName : The collaborator

• MessSize : message size in Mégabytes

• MessDate : Date+Hour

• Id_Direction : 1 for a sent email, 2 for a received email

• PartnerTypeName : the interlocutor may be either:

  • Internal
  • Internet (external interlocutor)
  • Unidentified local address (applications or server or cloud mail address)

• PartnerName : domain name if external interlocutor

• Recipient_Display : the interlocutor

df = pd.read_csv('dataset_UE_GTSNA.csv', sep=',', dtype='str')
df.head()

	GroupName1	MessSize	MessDate	Subject	Id_Direction	PartnerTypeName	Id_Recipient	Id_Regroup	Partner_Name	Recipient_Display	Recipient_Name
0	Senior	0,00990676879882813	04/03/2019 00:00:02	0de420e8cb4f25a853b2d42c27787d8691176975	2	Internal	852	6674	6d2830b1e76dc7300fce6745176601827d233de8	0d0128c6ca8c4006d5c1d8e1694b3302380755ab	b4b419cd95026fd7f74cc90754ec02f40de14d85
1	Senior	0,0100250244140625	04/03/2019 00:00:02	43cbcc2246e28d855c636fae99bbd0dd828ac276	2	Internal	852	6674	6d2830b1e76dc7300fce6745176601827d233de8	0d0128c6ca8c4006d5c1d8e1694b3302380755ab	b4b419cd95026fd7f74cc90754ec02f40de14d85
2	Manager	0,0445833206176758	04/03/2019 00:00:08	a60173eae76ea9bc97aa2f1d84bf78797c77a1f5	2	Internet	1113	593252	3793d3935a39a8038a8a8b27e00c3aa587395412	77c570261748c351a2296ac47685450587bc7d2b	bec1a496d58aefeb626da2e7484e38657704fa19
3	Partner	0,0256938934326172	04/03/2019 00:00:13	c0eee27f5bb484585a79c5d9a0646097937c0091	2	Unidentified local address	1888	552279	97db2e51f36c0b207c8f6a4ecb488473238d04ae	4d48a3734ac25c0f71584f79716881f9529167f6	253b86e279f1ca0520ed2d4aeffa491ce0054a1c
4	Partner	0,0256862640380859	04/03/2019 00:00:13	c0eee27f5bb484585a79c5d9a0646097937c0091	2	Unidentified local address	1888	552279	97db2e51f36c0b207c8f6a4ecb488473238d04ae	4d48a3734ac25c0f71584f79716881f9529167f6	253b86e279f1ca0520ed2d4aeffa491ce0054a1c

df=df.sort_values(by = ['MessDate','Subject'])

df.head(100000).to_csv("mails_conseil_100000_sorted_MessDate.csv", header=True, index=False)

# how many Nan values?
df['GroupName1'].isna().sum()

0

df.describe()

	GroupName1	MessSize	MessDate	Subject	Id_Direction	PartnerTypeName	Id_Recipient	Id_Regroup	Partner_Name	Recipient_Display	Recipient_Name
count	1174928	1174928	1174928	972790	1174928	1174928	1174928	1174928	1174928	1174928	1174928
unique	10	235082	393561	197133	2	5	1606	38976	21435	36144	46928
top	Staff	0,0956134796142578	14/03/2019 09:47:40	ef21206754712f4c610e540f5a94bffb22e3a008	2	Internal	15878	556984	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	1ab391535889786155c4d3008e57e05931d8ae62	0f4c3bb7f8fa541b3c295690f593f138a268c646
freq	322873	1428	1429	15262	740744	702932	52164	50606	469039	35860	37159

1.17 million de lines

df[['Recipient_Name','MessDate','Recipient_Display','Subject']].groupby(["Subject",'MessDate'], as_index=False).count()

	Subject	MessDate	Recipient_Name	Recipient_Display
0	00002ab407c3e60791d1ab3a4c85acfa031248fd	08/03/2019 19:34:37	2	2
1	00002ab407c3e60791d1ab3a4c85acfa031248fd	09/03/2019 16:52:42	3	3
2	00002ab407c3e60791d1ab3a4c85acfa031248fd	09/03/2019 16:52:43	1	1
3	00002f551689bad3b6b2ad809e7a5d49a9bd1d2b	04/03/2019 20:04:26	1	1
4	00002f551689bad3b6b2ad809e7a5d49a9bd1d2b	04/03/2019 20:04:32	1	1
...	...	...	...	...
509949	fffd9335dc8b884714a54dd361376e5e1f106d80	05/03/2019 15:10:22	1	1
509950	fffde77881233f89815a8c85b73ecac7440b6ded	04/03/2019 10:10:54	1	1
509951	fffdffe8684953ba5aa867485187b2a8992d3558	13/03/2019 18:53:13	1	1
509952	fffdffe8684953ba5aa867485187b2a8992d3558	13/03/2019 19:11:24	1	1
509953	ffff4dfe62b83b34d7871434e72ac88c90700c2a	19/03/2019 09:44:44	1	1

509954 rows × 4 columns

509954 messages (unique pairs ["Subject",'MessDate']) in the dataset.

An email can be described by several lines.

Example1: if A and B are two internal colleagues, there will be 1 line dedicated to A and 1 line dedicated to B for the same message

Manager | 04/03/2019 00:03 | 1 | B | A | 4bb26edab1c7a7bd212a86e4308d128af11e117c
Senior  | 04/03/2019 00:03 | 2 | A | B | 4bb26edab1c7a7bd212a86e4308d128af11e117c

Example2: if A, B, C are 3 colleagues and they all receive the same message from an external partner, there will be 3 lines with same s(ubject,date) with id_Direction = 2.

DATA UNDERSTAND

This section presents important background information involved in this study of the data set.

Roles

df['GroupName1'].unique()

array(['Senior', 'Manager', 'Partner', 'Staff', 'Senior Manager',
       'Director', 'Junior Staff', 'Title:[no value]',
       'Administrative Staff', 'Assistant Manager'], dtype=object)

# Number of lines per role
df[['GroupName1','Id_Recipient']].groupby('GroupName1').size()

GroupName1
Administrative Staff     51942
Assistant Manager         9009
Director                 81180
Junior Staff             21187
Manager                 232904
Partner                 120964
Senior                  206667
Senior Manager          121972
Staff                   322873
Title:[no value]          6230
dtype: int64

# Number of people per role
df[['GroupName1','Id_Recipient']].drop_duplicates().groupby('GroupName1').size()

GroupName1
Administrative Staff     30
Assistant Manager         4
Director                 65
Junior Staff            116
Manager                 200
Partner                  64
Senior                  316
Senior Manager          114
Staff                   647
Title:[no value]         51
dtype: int64

df[['Id_Recipient']].drop_duplicates().shape

(1606, 1)

Interactions

# Nb of interactions with different people per collaborator
df[["Recipient_Display","Recipient_Name"]].groupby("Recipient_Name").describe()

	Recipient_Display
	count	unique	top	freq
Recipient_Name
0000ef79b21a7e73725841cb8355361fced8457e	1	1	f01d7ddbbe3ae90e7223c67c35fdb03158e2da3f	1
000127ddacef5499dc311db7cdcdc41477a2c749	5	3	8779838af0b40469a4c4575300b3d7c29c92ae39	3
0002a573dcdbda5e716d26500c33c999c5c0e6af	8	5	2bc2dcc73b24505cf8cdec15e60bff2d536fc418	3
0003192c3e74f2e107f9815c6e00eec9db6fd524	1	1	7f0bbc4bc9cdbe6a59b8feb1a99deb61da3dfd02	1
0004309fe945da9a82b18c0a4df07747fed36c7c	2	2	b1324c42571a41e64c1189fc16e700b0f7ab750e	1
...	...	...	...	...
fffbcd57cb07cabbd6387362b2d77ab2571b7536	3	1	b07d1bb755cbb28617579fb4b9923edad4754bd0	3
fffbda0c832a0ff89a203d394d53193d51ec0bea	1	1	7bce578fe866857b379c210a0bca4bdf0e1a3e9c	1
fffc593847ec88edd63d87dc855a41df890c7fe0	3	1	df32d3d2ca3b3ebdc3edea9a917d3db4b961ff6f	3
fffca35584436327634906d4563b6f0283a3fbd7	2	2	991006e98e5a91ea149136095281bac663ac40fc	1
ffff619b6c198938d740670ab118fba5483acd95	4	2	2b5b6fb7400a707765e0090b09fc0a48125d50bc	3

46928 rows × 4 columns

#dictionary for Id_recipient and GroupName
graphdf=df[(df.PartnerTypeName == "Internal")]
graphdfrecv=graphdf[(graphdf.Id_Direction == "2")]
df_group_id=graphdf[["GroupName1","Id_Recipient"]]

graphdf['MessDate'] =  pd.to_datetime(graphdf['MessDate'])
graphdf['Dates'] = pd.to_datetime(graphdf['MessDate']).dt.date
graphdf['Time'] = pd.to_datetime(graphdf['MessDate']).dt.time
graphdf['hour'] = graphdf['MessDate'].dt.hour
graphdf['day_of_week'] = graphdf['MessDate'].dt.day_name()

C:\Users\ishit\anaconda3\lib\site-packages\ipykernel_launcher.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  """Entry point for launching an IPython kernel.
C:\Users\ishit\anaconda3\lib\site-packages\ipykernel_launcher.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  
C:\Users\ishit\anaconda3\lib\site-packages\ipykernel_launcher.py:3: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  This is separate from the ipykernel package so we can avoid doing imports until
C:\Users\ishit\anaconda3\lib\site-packages\ipykernel_launcher.py:4: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  after removing the cwd from sys.path.
C:\Users\ishit\anaconda3\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  """

# Number of people per role -total 
graphdf['day_of_week'].value_counts()

Wednesday    167234
Tuesday      120445
Friday       119011
Monday       118971
Sunday        65330
Thursday      61105
Saturday      50836
Name: day_of_week, dtype: int64

# distribution of communication by emails per hours of the day 
import seaborn as sns
filter_data = graphdf.dropna(subset=['hour'])
plt.figure(figsize=(14,8))
sns.distplot(filter_data['hour'], kde=False)

<matplotlib.axes._subplots.AxesSubplot at 0x29169191fc8>

import seaborn as sns
plt.figure(figsize=(30,10)) 
sns.catplot(x="day_of_week", kind="count", palette="ch:.10", data=graphdf)

<seaborn.axisgrid.FacetGrid at 0x291693b97c8>

<Figure size 2160x720 with 0 Axes>

DATA PROCESSING

To be able to handle with the data set, we have done some data processing.

dict_group_recID={}
repeat=[]

for row in df_group_id.iterrows():
    idg=str(row[1].str.split()[1])
    group_name=str(row[1].str.split()[0])
    if idg in dict_group_recID and dict_group_recID[idg]!=group_name:
        if idg!="['1008154']":
            print("diff group for same ID")
            print(idg, group_name, dict_group_recID[idg])
            if idg not in repeat:
                repeat.append(idg)
    else:
        dict_group_recID[idg]=group_name
print("total employees:", len(dict_group_recID))
print("double values for employees: ",len(repeat))

total employees: 1600
double values for employees:  0

otherdf_group_id=df[["GroupName1","Id_Recipient"]]
IDs=[]
for row in otherdf_group_id.iterrows():
    idg=str(row[1].str.split()[1])
    int_id=int(idg[2:-2])
    if int_id not in IDs:
        IDs.append(int_id)
    group_name=str(row[1].str.split()[0])
    if idg in dict_group_recID and dict_group_recID[idg]!=group_name:
        if idg!="['1008154']":
            #print(idg, group_name, dict_group_recID[idg])
            if idg not in repeat:
                repeat.append(idg)
    else:
        dict_group_recID[idg]=group_name
print("total employees:", len(dict_group_recID))
print("double values for employees: ",len(repeat))

total employees: 1606
double values for employees:  0

IDs.sort()
print(len(IDs))
print(IDs)

1606
[680, 681, 682, 683, 684, 685, 686, 687, 688, 690, 691, 692, 693, 694, 695, 696, 697, 698, 701, 702, 703, 706, 707, 708, 709, 710, 712, 713, 714, 715, 716, 717, 718, 719, 722, 725, 726, 727, 728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 740, 741, 742, 743, 744, 745, 746, 747, 749, 750, 751, 752, 753, 755, 757, 758, 759, 760, 761, 762, 764, 765, 766, 767, 768, 769, 772, 773, 774, 776, 777, 779, 780, 782, 783, 784, 785, 787, 788, 790, 791, 793, 794, 795, 799, 800, 801, 802, 804, 805, 806, 808, 811, 813, 814, 815, 816, 817, 818, 820, 823, 824, 826, 827, 828, 829, 830, 832, 834, 836, 837, 838, 839, 841, 844, 845, 847, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 864, 865, 866, 868, 869, 870, 872, 873, 875, 876, 877, 878, 879, 880, 881, 882, 884, 885, 886, 890, 891, 892, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 905, 909, 913, 924, 932, 936, 937, 939, 940, 948, 955, 959, 960, 962, 969, 970, 973, 977, 982, 987, 991, 992, 993, 994, 995, 996, 997, 998, 1000, 1001, 1003, 1005, 1006, 1007, 1008, 1010, 1011, 1013, 1014, 1016, 1017, 1019, 1021, 1023, 1024, 1025, 1026, 1027, 1028, 1030, 1032, 1033, 1034, 1035, 1036, 1037, 1039, 1042, 1043, 1044, 1045, 1046, 1048, 1049, 1050, 1051, 1052, 1053, 1055, 1056, 1059, 1060, 1062, 1063, 1064, 1065, 1067, 1068, 1069, 1070, 1071, 1072, 1073, 1074, 1075, 1076, 1077, 1078, 1082, 1084, 1086, 1087, 1088, 1090, 1091, 1092, 1094, 1096, 1097, 1098, 1099, 1100, 1101, 1102, 1104, 1105, 1106, 1107, 1108, 1109, 1111, 1113, 1115, 1116, 1117, 1118, 1119, 1124, 1125, 1127, 1128, 1130, 1131, 1132, 1134, 1135, 1136, 1137, 1139, 1140, 1142, 1143, 1144, 1145, 1148, 1152, 1156, 1157, 1158, 1161, 1165, 1166, 1167, 1169, 1170, 1172, 1173, 1174, 1175, 1176, 1177, 1178, 1179, 1180, 1181, 1182, 1185, 1186, 1187, 1188, 1189, 1192, 1193, 1195, 1196, 1197, 1198, 1199, 1200, 1202, 1203, 1204, 1205, 1207, 1209, 1210, 1212, 1215, 1216, 1218, 1219, 1221, 1222, 1223, 1225, 1226, 1227, 1228, 1229, 1231, 1232, 1233, 1234, 1235, 1236, 1237, 1238, 1239, 1241, 1242, 1243, 1244, 1245, 1246, 1247, 1248, 1249, 1254, 1255, 1256, 1258, 1259, 1260, 1263, 1264, 1265, 1266, 1267, 1268, 1269, 1270, 1271, 1272, 1273, 1274, 1275, 1277, 1278, 1279, 1280, 1281, 1282, 1284, 1285, 1286, 1288, 1289, 1293, 1294, 1299, 1300, 1301, 1302, 1303, 1304, 1305, 1306, 1308, 1309, 1310, 1312, 1313, 1315, 1316, 1319, 1320, 1321, 1323, 1324, 1325, 1326, 1331, 1332, 1333, 1335, 1336, 1337, 1338, 1339, 1341, 1343, 1345, 1347, 1348, 1354, 1356, 1358, 1361, 1362, 1363, 1364, 1365, 1368, 1369, 1370, 1372, 1373, 1377, 1378, 1379, 1382, 1383, 1384, 1385, 1387, 1388, 1389, 1390, 1392, 1393, 1395, 1396, 1398, 1401, 1402, 1404, 1405, 1407, 1408, 1409, 1410, 1411, 1412, 1413, 1414, 1415, 1416, 1418, 1419, 1420, 1422, 1423, 1426, 1427, 1428, 1429, 1430, 1432, 1433, 1434, 1436, 1437, 1438, 1440, 1441, 1446, 1448, 1449, 1451, 1452, 1453, 1454, 1456, 1458, 1459, 1461, 1463, 1464, 1469, 1470, 1472, 1473, 1475, 1476, 1479, 1480, 1481, 1482, 1485, 1486, 1488, 1490, 1492, 1493, 1496, 1497, 1498, 1499, 1501, 1503, 1504, 1505, 1506, 1508, 1509, 1512, 1513, 1515, 1516, 1517, 1518, 1519, 1520, 1521, 1522, 1523, 1526, 1527, 1531, 1532, 1533, 1534, 1535, 1537, 1538, 1539, 1540, 1541, 1543, 1544, 1546, 1547, 1549, 1550, 1551, 1552, 1553, 1554, 1555, 1556, 1557, 1559, 1561, 1562, 1563, 1565, 1566, 1569, 1570, 1571, 1572, 1573, 1574, 1576, 1577, 1578, 1580, 1581, 1582, 1584, 1585, 1586, 1588, 1590, 1591, 1593, 1594, 1595, 1596, 1597, 1598, 1600, 1601, 1603, 1604, 1605, 1607, 1608, 1609, 1610, 1611, 1612, 1613, 1614, 1615, 1616, 1621, 1622, 1623, 1625, 1626, 1627, 1628, 1629, 1632, 1633, 1635, 1636, 1639, 1640, 1642, 1643, 1644, 1645, 1646, 1647, 1649, 1650, 1651, 1652, 1653, 1655, 1657, 1658, 1659, 1661, 1662, 1663, 1664, 1665, 1666, 1667, 1668, 1670, 1671, 1672, 1673, 1674, 1675, 1677, 1678, 1679, 1681, 1682, 1683, 1685, 1687, 1688, 1690, 1692, 1694, 1695, 1696, 1697, 1699, 1700, 1701, 1702, 1703, 1704, 1705, 1706, 1707, 1709, 1710, 1711, 1714, 1715, 1716, 1717, 1718, 1719, 1720, 1721, 1722, 1724, 1725, 1727, 1728, 1730, 1731, 1732, 1733, 1734, 1735, 1737, 1738, 1739, 1740, 1742, 1743, 1744, 1746, 1747, 1748, 1749, 1750, 1751, 1752, 1753, 1754, 1756, 1757, 1758, 1760, 1761, 1762, 1763, 1764, 1765, 1766, 1767, 1768, 1769, 1770, 1771, 1773, 1774, 1777, 1778, 1779, 1780, 1781, 1782, 1784, 1785, 1788, 1789, 1790, 1791, 1792, 1794, 1796, 1798, 1800, 1801, 1804, 1805, 1806, 1807, 1810, 1811, 1812, 1814, 1815, 1816, 1817, 1819, 1820, 1821, 1822, 1826, 1827, 1828, 1829, 1830, 1831, 1833, 1834, 1835, 1836, 1837, 1840, 1842, 1843, 1845, 1846, 1847, 1849, 1853, 1856, 1857, 1858, 1859, 1860, 1861, 1862, 1863, 1864, 1865, 1867, 1868, 1869, 1870, 1871, 1873, 1874, 1875, 1876, 1877, 1878, 1882, 1884, 1886, 1887, 1888, 1892, 1893, 1894, 1895, 1897, 1900, 1901, 1905, 1907, 1909, 1910, 1912, 1913, 1914, 1915, 1916, 1918, 1919, 1920, 1924, 2370, 2683, 4252, 4404, 4834, 5029, 5274, 5869, 6340, 6972, 7229, 7285, 7305, 13180, 13181, 13182, 13184, 13185, 13186, 13187, 13189, 13190, 13191, 13193, 13194, 13195, 13196, 13197, 13198, 13200, 13201, 13203, 13205, 13207, 13208, 13209, 13210, 13211, 13214, 13215, 13216, 13217, 13218, 13220, 13221, 13222, 13223, 13224, 13226, 13227, 13229, 13230, 13231, 13232, 13233, 13234, 13235, 13236, 13238, 13239, 13240, 13241, 13242, 13244, 13245, 13248, 13250, 13253, 13254, 13258, 13260, 13261, 13264, 13265, 13266, 13269, 13271, 13273, 13274, 13275, 13276, 13278, 13280, 13281, 13282, 13283, 13284, 13285, 13286, 13288, 13289, 13290, 13292, 13293, 13295, 13296, 13297, 13298, 13299, 13302, 13305, 13308, 13309, 13311, 13312, 13314, 13315, 13316, 13317, 13319, 13320, 13323, 13325, 13326, 13327, 13328, 13330, 13333, 13334, 13337, 13338, 13340, 13342, 13343, 13344, 13346, 13348, 13349, 13350, 13352, 13353, 13354, 13355, 13356, 13357, 13358, 13359, 13360, 13362, 13363, 13365, 13366, 13367, 13368, 13371, 13374, 13376, 13378, 13380, 13381, 13382, 13385, 13386, 13387, 13389, 13390, 13391, 13392, 13393, 13394, 13396, 13398, 13399, 13400, 13401, 13402, 13403, 13404, 13406, 13407, 13408, 13409, 13410, 13411, 13412, 13414, 13415, 13416, 13417, 13418, 13419, 13420, 13421, 13423, 13424, 13425, 13427, 13428, 13429, 13432, 13433, 13434, 13435, 13436, 13438, 13439, 13441, 13443, 13445, 13447, 13451, 13452, 13454, 13455, 13456, 13457, 13459, 13460, 13461, 13465, 13468, 13469, 13470, 13472, 13474, 13475, 13476, 13477, 13479, 13484, 13485, 13486, 13487, 13488, 13489, 13490, 13491, 13492, 13494, 15656, 15776, 15782, 15878, 15920, 15932, 16015, 16057, 16092, 16093, 16148, 16155, 16247, 16387, 16409, 16459, 17132, 17357, 17370, 17442, 17466, 17504, 17527, 847989, 847990, 847993, 939913, 957435, 957436, 957480, 957482, 963745, 963746, 963819, 963822, 963824, 963827, 963828, 963829, 963831, 963834, 963837, 963838, 963839, 963844, 963848, 963850, 963852, 963858, 963862, 963870, 963871, 963872, 963873, 963874, 963875, 963876, 963878, 963881, 963882, 963884, 963888, 963890, 963891, 963894, 963895, 963897, 963899, 963924, 971458, 971459, 971465, 975305, 975306, 975307, 975308, 975309, 975316, 975317, 975318, 975319, 975320, 975337, 975340, 975342, 975345, 975356, 975362, 975373, 975406, 975449, 975459, 975507, 975538, 975540, 975542, 975543, 975546, 979293, 979294, 979295, 979302, 979303, 979304, 979313, 979324, 979341, 979345, 979369, 979371, 979372, 992473, 992475, 992476, 992485, 992486, 992487, 992490, 992492, 992493, 992508, 997463, 997471, 999578, 999579, 999581, 999582, 999583, 999584, 999586, 999587, 999588, 999589, 999590, 999591, 999592, 999593, 999594, 999603, 999604, 999609, 1008147, 1008148, 1008149, 1008150, 1008151, 1008152, 1008153, 1008154, 1008155, 1008156, 1008158, 1008159, 1008163, 1008169, 1008173, 1008174, 1008180, 1008183, 1013752, 1014423, 1014424, 1014425, 1014426, 1014427, 1014428, 1014429, 1014430, 1014445, 1014458, 1151577, 1151578, 1151580, 1151581, 1151582, 1151583, 1151584, 1151585, 1151586, 1151587, 1151589, 1151590, 1151594, 1151595, 1151596, 1151597, 1151598, 1151635, 1168454, 1168456, 1168458, 1169741, 1169742, 1169754, 1171003, 1171004, 1171006, 1171009, 1171010, 1171013, 1171014, 1173713, 1173715, 1173718, 1173723, 1336887, 1336888, 1336892, 1336893, 1336894, 1336896, 1336897, 1336898, 1336899, 1336900, 1336901, 1336902, 1336903, 1336904, 1336905, 1336906, 1336908, 1336909, 1336910, 1336911, 1336913, 1336916, 1336919, 1336921, 1336924, 1336926, 1336929, 1336938, 1336940, 1336942, 1336943, 1354126, 1361895, 1361896, 1378141, 1378155, 1378156, 1384408, 1384409, 1384411, 1384412, 1384413, 1393358, 1393359, 1393360, 1393363, 1399372, 1405828, 1413724, 1413725, 1413726, 1419392, 1419394, 1419395, 1419396, 1419398, 1419399, 1419400, 1419401, 1419402, 1419403, 1432663, 1432664, 1432665, 1432666, 1432667, 1432669, 1432671, 1432675, 1432676, 1432679, 1453332, 1453335, 1453337, 1459566, 1459567, 1459568, 1464002, 1464004, 1473771, 1473777, 1478279, 1483512, 1483514, 1488033, 1488036, 1496848, 1496849, 1496850, 1496852, 1502996, 1502998, 1508173, 1508174, 1514241, 1514242, 1514243, 1514244, 1514245, 1526591, 1526593, 1526594, 1526595, 1534304, 1534305, 1534306, 1534307, 1534308, 1534309, 1534310, 1534336, 1545209, 1545216, 1545223, 1554283, 1554284, 1554285, 1554286, 1554287, 1554288, 1554289, 1554290, 1554291, 1554292, 1554293, 1554294, 1554295, 1554296, 1554297, 1554298, 1554299, 1554300, 1554301, 1554302, 1554303, 1554304, 1558134, 1558135, 1558136, 1558137, 1558145, 1558146, 1558151, 1558152, 1558154, 1558155, 1575428, 1575429, 1580525, 1589811, 1589813, 1589824, 1601490, 1601491, 1601492, 1601494, 1601495, 1601497, 1601500, 1601502, 1601503, 1601505, 1601506, 1601508, 1601509, 1601510, 1601511, 1601512, 1601513, 1601514, 1601519, 1601520, 1601521, 1601523, 1601524, 1601525, 1601526, 1601527, 1601529, 1601530, 1601537, 1601538, 1601540, 1601542, 1601543, 1601544, 1601547, 1601548, 1601550, 1601551, 1601552, 1601553, 1601554, 1601555, 1601556, 1601557, 1612533, 1612534, 1618698, 1618699, 1620423, 1620426, 1620427, 1620429, 1622312, 1624216, 1628151, 1628152, 1628153, 1628154, 1628155, 1628157, 1628161, 1628163, 1628164, 1628165, 1634032, 1634033, 1634034, 1634035, 1637154, 1637155, 1641713, 1641714, 1645912, 1645915, 1645922, 1657379, 1657380, 1657382, 1657389, 1661918, 1661921, 1667382, 1672531, 1672532, 1672533, 1672541, 1672542, 1672546, 1677524, 1677526, 1677527, 1677528, 1682652, 1682655, 1692055, 1692062, 1692063, 1702891, 1702892, 1707000, 1707001, 1722620, 1722621, 1722623, 1726912, 1738979, 1738989, 1738993, 1742930, 1756949, 1760734, 1760737, 1764197, 1764200, 1764203, 1764205, 1764206, 1774926, 1774929, 1774931, 1780781, 1780782, 1784422, 1784423, 1784424, 1788585, 1788592, 1796583, 1796591, 1796592, 1800672, 1800675, 1809330, 1809332, 1822870, 1822871, 1822873, 1822874, 1828668, 1828669, 1836391, 1839535, 1839539, 1839540, 1839541, 1839542, 1842865, 1842867, 1845443, 1845444, 1845445, 1855542, 1855544, 1855545, 1855546, 1862072, 1862075, 1862076, 1869410, 1880832, 1880836, 1880847, 1880848, 1880849, 1880853, 1887982, 1887983, 1887984, 1887985, 1887987, 1896507, 1896509]

#building recipient ID and recipient name correspondence
dictdf=graphdf[["Id_Recipient","Recipient_Name"]]

dict={}

duplicate=[]
for row in dictdf.iterrows():
    rec_name=str(row[1].str.split()[1])
    idr=str(row[1].str.split()[0])
    if rec_name in dict and dict[rec_name]!=idr:
        if rec_name not in duplicate:
            duplicate.append(rec_name)
    else:
        dict[rec_name]=idr
print("total recipient names:", len(dict))
print("double values for recipient names: ",len(duplicate))

total recipient names: 25913
double values for recipient names:  17023

print(dict)

{"['b4b419cd95026fd7f74cc90754ec02f40de14d85']": "['852']", "['ae480cf987c8c8b1c3430d66359f67d838ce462f']": "['1336894']", "['645f10f71c7d5e050dabee172d0aa07f40413a8e']": "['1014424']", "['031c2220cade22cd67b6ec200668e1c86f570889']": "['772']", "['665751c47b55cb0f3c4fc9376db0c3c7109f8d99']": "['719']", "['f78c572f9a770e854447bcc0a4fc06401e20f8ce']": "['728']", "['08b3f4586910a0b750de34b049a51ba43cf947e0']": "['1199']", "['6630f39bc73277bcf5d54da88a21520be8f672cc']": "['13486']", "['28dca38ae2c42d2855a4ef794cb95f6e12350b2e']": "['1378156']", "['bbcb57c9587cd21bf0df0b9210cf631dd600f03d']": "['1052']", "['a007a8c849c81b9d87e6e0a2462a36b7e08b6637']": "['1464']", "['3ba11a1ece43cf8bd7e327093cd03a919df53873']": "['1373']", "['b86d27955c41dff75911746d73c02ee0fc4b14d1']": "['1501']", "['0d9c97cb0bc172de94e5521302ea6c4d8e27f076']": "['1683']", "['7363b2f5f653295d7c0bfb1de5be80c023a843dd']": "['6972']", "['a058cf31ee63447abb2c5248f737257af00e8656']": "['1175']", "['dd79084f865a4f62e1740d3a5f4f1632f6f02a48']": "['1706']", "['e295d5e31caeefa122fc60e6fbf8cdc070388686']": "['1043']", "['f505fcbae300a782f92bf03142cac92c8ac57266']": "['1662']", "['0af0667de25759de0e09026d0ee0e46c4b85b20e']": "['1139']", "['52d42c40b278b7578565897c0a15d88e0bec2f54']": "['4834']", "['22021917c6fdd18ab4679cbc594e500fea1ceab2']": "['1577']", "['6d77e0b15a4513ccbeb482029aa3cace3c555d3d']": "['1461']", "['3479044172bea9f1c3fd134bb7a28700cff6b75b']": "['1426']", "['bc8b845929c6d84903517e3790a6b257145491c6']": "['13469']", "['8da2396ca0695aa7c5be5312edf3ad4806d1256c']": "['1508173']", "['7e88378f481709bf049208984da5edc04d8da367']": "['1258']", "['ab0fb3abcff9dbcab57ff1914723ffb0784af643']": "['963882']", "['7c329461c4175edfd8d4f165db946cd5386b1135']": "['1042']", "['c74aefacb2f8cc79ab4a997402dc81f40df250b3']": "['1207']", "['9a43325636a7282d92739da2ddab464d01a41751']": "['1815']", "['b4021b49645eac18b4c3d6574cc8a4c0defbba16']": "['1247']", "['373ccceaf1807cce25ec4dcc5c37ea5ea20c21d9']": "['1565']", "['e7ea5d00c11e342a8727ebeca60e6d12ce6157e2']": "['1864']", "['daa87a874101b3a52d7cea0be4c907288fd302f7']": "['866']", "['e272f06766abc7fb0ad916865cfcee21f5877e77']": "['1744']", "['82d7ab088d229ae95ad200ba47d909cb71d4054a']": "['1316']", "['a04760bab3aea4295a7eb69c5d1f3f90b10fc94e']": "['1757']", "['c7621ab71291e4bd8edb6022c4571e86c2cae860']": "['13468']", "['aa7a78da86cda14c6d4ea90d78edf03940136357']": "['1405828']", "['acec5a5f64cc41ecb4e9b1f09639608cb053bc40']": "['975538']", "['b9c7330b9a06421215ed605daf56f314955d2212']": "['1279']", "['9c1089187d7ff75d56b52df1cd6030798272663a']": "['1609']", "['ade61ddf0064651522f2d470402d6a76e461a1fa']": "['1056']", "['77305a16df34a6d9232e48ef04bfc295a2942c15']": "['1077']", "['1b87c901e4ecb024eda499b4f1816abf15a6d4bb']": "['1610']", "['8c50f9e8a4bfeb3837b24043f394a555dd4c24a1']": "['853']", "['e5c88c2fa64f123d51dda6e28ccf5e81c65b427c']": "['1014427']", "['956155aefad9795acd16527ec7c14675186fa34e']": "['1151581']", "['ada2b6b9b625f783e4501613fc9b0c16df865ffc']": "['1416']", "['44c1700e758d5a3c435c4e2bbf80fb9b5645c72f']": "['1178']", "['246c901113b62e3c1bcf7f87778c6a6d353d73b0']": "['1428']", "['7f6ec6e808e38358dce2ad10f81aa959227d125c']": "['1905']", "['c4d575faab222e248af0004e71fbb5ab48c88076']": "['1227']", "['7c4afe20023740bc57ded280775cbd04093b0a54']": "['1134']", "['ab802db6942f29cbbf0b5d17ac20fc908b8fc822']": "['13407']", "['3c5db40b19cd5b576cbeb4449eea00f15ae28b13']": "['997463']", "['0770143264b91fac86fe653cf5909872b191ffc3']": "['13184']", "['0530bed6e6254711e4fdd07227ec449b1c82512f']": "['804']", "['594f0453a9e69b0a4086b820ebf743b4565dd82f']": "['1585']", "['3c586958c66f9ff49950fed90f5c7893bd67bb6d']": "['1116']", "['0707a96c75e6aad5088bfa7dd5e9e3bc32b5cc4e']": "['861']", "['c6e5cd3cd6e4fc1f8557e32ec0015146a0c8994d']": "['752']", "['24d3fd4b7a0b5a80eeb319fb92986929a43eb2ee']": "['963878']", "['58600f7b73464524e6f8fa86998dc0290a552178']": "['1639']", "['c2571d05dfb360d4acd964b24c9b9790e60d6af0']": "['715']", "['b556438784fcbc25cda3aee1936f9c8575098b65']": "['1774']", "['57be57139a0d8a8fca3c5a36b05a3b7901498743']": "['892']", "['5f9aa0fb25a137df0f61f61a69e46fb8943753f8']": "['851']", "['2c230d78d7c929a49bf3e405497557e6d28910d0']": "['859']", "['51d5dff678f06bda0685e44e2f489df839783ed2']": "['1172']", "['8de82c8af36b674ad226c49fb78e6fdec698bc30']": "['1408']", "['00bcce394cd70721f4ad60eb25207f4a8d3c2921']": "['1413726']", "['f44339d2fbc8babe798b30d64fc962e692bfe0b3']": "['693']", "['f3659823ea36a54c220f59ada0ad67a1e9dc0bfc']": "['845']", "['4f031c2528c0a8d27daa064478422ee9b3027b93']": "['1336900']", "['78f7cbfe687bdc170d810bf9530d24924907932e']": "['1449']", "['a608e66b98b80ed0d6ce7313b629e80a7c89f426']": "['13396']", "['2adf7d332bab83f806a8e64b9f4f1b3035726629']": "['1111']", "['6159195e46e89aa2d8bc2f8821ab0acf5c71656b']": "['1072']", "['87e0eb8c887bac0f767867ffc0eaeec25c672c7c']": "['2370']", "['423bb524a9512a2ef1f081ba7e8eef10764423ec']": "['1436']", "['2e9c1b7af60d69710e861d5cc7c8777a66859067']": "['1404']", "['3deeee4d470e8124b07a9efe8d68500291aa954a']": "['1847']", "['7e756e34849af16cffa310840600b028f61fafe2']": "['1044']", "['1b252d698fde886e9b8299c5c46157fcc46f9d05']": "['1561']", "['cf1ad2693e273fa0be4db5c47850c7bd414383c8']": "['1705']", "['153fb8e6a73d8f341e8bd58e64822077fad6265e']": "['1622']", "['a2065ad1aa9cf0dae1f2d40ee6970bd85f8ba79b']": "['1828']", "['0897988e7717f8376830b0a7c53867ed48379834']": "['1212']", "['c6d8223f4aaf897391f53bf201b80b0bbb3bf17d']": "['1663']", "['d4290c8baa776521f867f9d0f83420ad9651df1c']": "['1412']", "['513b51b866cd97c63bf17603c5121c65df1270cf']": "['1171006']", "['4f3242a90ba8896a9b83a400b7e8d4217d438c61']": "['1347']", "['b961c583550600fbf045773951ca182af07ceba9']": "['1364']", "['787e9096717e552a0598b9454c2f58a9f2df6b3a']": "['1084']", 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"['efc714c8152f7df4537f7a5f44799efa7095cfc6']": "['1595']", "['978b6fa1fd7f0d5de46238e62450f857d2a9648f']": "['1130']", "['78ef523632fc98e1fb87c468bacc9337f30cc1af']": "['1192']", "['ce0a49a230f8719d973a0f4fa6b8624a3d2cbc18']": "['1192']", "['f65aaa5d6a13873f4efd1114bb827f1a47d83589']": "['17442']", "['91949b70cea0e13d24aeda74e5a73107ef689c6f']": "['17442']", "['4e992d25abceb3c793452b0b4f9852f51e706848']": "['963837']", "['5073a16979e304ed09ecb9fb0e4f190ee8cb78af']": "['1839542']", "['bb0b0e39e20a6187217d49f00fd0ae4ec87f11d7']": "['1192']", "['f6c1e5ca78a0fde5c90d00744a76edc216bd3316']": "['13354']", "['e204387b3aa0c6f672b9fed0798b8f242e4cc5fc']": "['1436']", "['fc4e38bc70c248d5a1a8c9aef0d844d3cebed5a4']": "['13273']", "['90575db29ece0a0928f212243076298804ed426b']": "['1711']", "['d9c56e0e3a132e7a6a9a7d90bd44b2df7c7d79e0']": "['13485']", "['b9a57ba7cba5ec536bf19216c53bf0b025718077']": "['1192']", "['63c1772d5316bdc3b8eb99772ccf5fa5313b1682']": "['1385']", "['6a40bd0434bf6687078d17d58d6a4c4d7b7dc2a7']": "['13354']", "['7660244bb4b3d5769a297e0d53db578a60634685']": "['1574']", "['63ee275dd7bb5bd3584515836d2a764e5fa62804']": "['1570']", "['4144da04b06a2200afe15345cff06954dda60d54']": "['1226']", "['289b09ab71c9dc39e038924c63b8660b8daa1af1']": "['1570']", "['367160fe91ee7802593c273e4a07fc2e5f3ea70f']": "['1449']", "['ced0f24b4c95043485067e051849dde1a1702d74']": "['1218']", "['0d6388b915c5f66fb8061cbbcfcd39192b09ded4']": "['1627']", "['296bfcab8b91c39cf1619dcf5ecca5567033ad87']": "['1519']", "['57f1268f634230c8d42ada978b168faa1a1d2d87']": "['13320']", "['b5e9ec18c2e739cd11992721b8164aa2de21fee4']": "['957436']", "['6f4e6ace68f914f0c7ceb1b87c1545d9c3e4a3e4']": "['1192']", "['f4c7ebaae07946d68cf9dba83bd29304a40151d2']": "['13354']", "['efed0b228e61d2c546c5b03c17341763f8509621']": "['1657379']", "['0850b07aad4ed4d30a6c7a4fefcbeb89d0d8aa35']": "['1405828']", "['693084daac0687837064c66982ae1e9abc23d5c9']": "['1319']", "['d24f95bf1bc56a7bb19e4f170fd4a41e7c48c6bc']": "['847989']", "['41a5f101016ec1411d64943e05efc8fd9ef4fba3']": "['1130']", "['e5f025224d91d46eb2e5fb1fd6fb58ba202a4b8e']": "['17442']", "['6fcf17e5f9d1b5e9879d42ec0c4300757f87e894']": "['17442']", "['884e681f55d7ace909fa7b090eeddb380c00e2ae']": "['17442']", "['40b552965439db573b90e74404e8be57e9ec96cc']": "['13354']", "['7012424b608c48fc1ab1d4ebefecc08ad45e4c6f']": "['1570']", "['e247dbd8f53b1c4b9ebcdbfd6b67fb3328fcc346']": "['1125']", "['20e5420c3588530a71dce347e2a1f11ec909571d']": "['1151594']", "['aa5a36f983a03c12eeebf2194ca8298d3f3504ca']": "['1436']", "['034467de51fc8b09544ce72a3b7d4f3ece4c0b3a']": "['6972']", "['2a0f010f53f58fbb001de62f70dce1816c16c03f']": "['1845']", "['72e4d7cf8fa6cf9e55299c5c32a6a9cb1c065dbb']": "['13382']", "['4b9963092c1cc1de14447d7bfb8f12cc2c876f0b']": "['13382']", "['ec924b8406b75d26dfcb387b2c0bc974f22b898d']": "['13354']", "['a01f6b357555e36c264d11c73d46633d0aa6f3e0']": "['1402']", "['9aee66dcf7dae89db7737a1870fb0cedb7c783d5']": "['1661918']", "['5f9631a5ee45dd23e4b06b1f5f99611297b4c1c4']": "['1436']", "['86d054e7c8fd4c4c67fc7585d8ac8d78ad302d85']": "['1437']", "['d41ff178a4eba69d691b4eda6b2abec192a7f7c3']": "['749']", "['245aaf3db55749878adb669cfdc219439763b3db']": "['1893']", "['0eb7f3a747ebe85f7da98118f77f4d5ad62ed375']": "['991']", "['eb2a043db2721733fca09c780bd8e6d838dcf28f']": "['6972']", "['1752f688063c1513eae346cb85bd22d804695f75']": "['1218']", "['4cd91e5194886df2bbe3de5fdd033f2fa3e15d4d']": "['1316']", "['18ec6e43ed37f4fbc5bb4f6020e7a36d21c34d1b']": "['1509']", "['198fda97221a8358349649afd47618deb498ba1e']": "['1148']", "['97a559e39802955c66aaf6302a0aafe053650193']": "['1629']", "['2b22da6222c3b17ede84784c5afe54dcabcd13b5']": "['1151594']", "['cd0dc4eeae9f15b783cb3c2c51e5404dcc38c2b1']": "['1044']", "['b689f9a93639d2d84cd25d7581bf013dc3c301f0']": "['1237']", "['f77aa33de84f333bc35fa37c7c3e6e2ca1351bc2']": "['1044']", "['5442b1938f61579c5fc541d1b62d2640608353fc']": "['1499']", "['43e2df7ae8c08602aaff0f5f9ff875b92937f3a9']": "['1399372']", "['1e9abf0d919ea6cf5340580d7c6c7435f1e5ad83']": "['1839542']", "['3452e682882d4f52940c1a8c0d3fc5595a43f250']": "['768']", "['eb9c5a6f0cce024e2c8868c6af82ba7e21e57c47']": "['1761']", "['27daf141bf2507a8cc220e8f54996ef87f3249ec']": "['1187']", "['6242ea05f4070a5ead84c3fcac4389576de9b6ce']": "['1761']", "['c95543bfcedc2f3f71cfe6323d1df32a9bdefda7']": "['1677528']", "['728ae87984ed159e7b94d31c37fe551e247c511d']": "['1796591']", "['1ecbe37306afe043a812f4b95d563cfe01bcd339']": "['1796583']", "['a9a5d0320c450c8e2985b4531da728f834679c82']": "['1800675']", "['aabc1c052bc7aa57050db2dc62674f28f124a056']": "['1839535']", "['86d76402e46a76ffd564a11fdc3ca35be3749277']": "['1839540']", "['09ba8d8939047911ec7d90267b06208001172387']": "['1845444']", "['cfe4279bd7a9551498dca66cf6c988ecf0468ff6']": "['1880836']", "['c32a892d4e28bd3c6e379ac4a1cc7efa3dce08c1']": "['924']", "['87ab4f8b109282f97fbd40644877c9635227e055']": "['1589824']", "['51e23cfab4f837d61d0c61222e48018c5169c603']": "['955']", "['54bf7495b80e1e7912b3316316f90fe33f53729f']": "['932']", "['b553ca390aed0b65df0aeda440cb6b7a616c9713']": "['1880847']", "['aec06765eab075a8e05fcb5aea4c9261d9a5e8c2']": "['1880848']", "['66e87abb5bbe311cd423f8f76ec07eef7df497a7']": "['1880849']", "['96ba692777b3f3f2e645ddcf988f9a9d26330639']": "['1880853']", "['2251e24d62947dc0c879771692567ebba320d40a']": "['1677526']", "['5aad902e61d85787bc0825aa9a3827498524630f']": "['1880832']", "['35e311c6011070b6142e8bcf50048c2c57922c09']": "['1809330']", "['869315630607495d41e8a01123d8965efbce0c61']": "['1809332']", "['cacae1e10e340cad5752139f6c0a189fc5ba74d4']": "['1822873']", "['7b212addb1af95127f4c3ae602abd4a806c16781']": "['1738979']", "['606e99c496c265bbe871afe8474bd984d0c1792c']": "['1887982']", "['2302c40d8a0f4a83c738ec609830b25a872ea502']": "['1887983']", "['4baa92bd1ad803815321942e25966a194ecf65ab']": "['1887984']", "['1c9fe0dcdd35cdb09b6a12e6914a7c9038cfe85b']": "['1887985']", "['0d517ee3dfb54a5942e2dc38e7d39672ea34f022']": "['1887987']", "['e37143bdbffb0a932706dde8a0521ae1bd9531f7']": "['969']", "['3f6b442b49c3b99c9b946b53fcd712c8d67b60e4']": "['939']", "['21dabddc889638124a73d29a2ba9cfb890beca06']": "['1896509']", "['ee3a3051c8b77a838924f1fa3a22c896e0a30880']": "['1896507']", "['f377cc83471c265e0e57c9c968940cb417a0058d']": "['1774931']", "['2f4a7632d02011aea50ff134ade86c15c3ae67e0']": "['1677524']", "['87c56b98ee819869bdd1c88f9a2e3e1a2f6d4a15']": "['1842867']"}

#finding the correspondence between Recipient_Display and the Group Name and IDs
recipient_display_group=[]
recipient_display_id=[]
count=0
l= graphdf[["Recipient_Display"]]
for a in graphdf[["Recipient_Display"]].values:
    if str(a) not in dict:
        recipient_display_group.append("None")
        recipient_display_id.append("None")
        count+=1
    else:

        ID=dict[str(a)]
        group_name=dict_group_recID[ID]
        a=group_name.replace("'","")
        b=group_name.replace(",","")
        b=b[2:-2]
        li=b.split(" ")
        if len(li)==2:
            b=li[0][:-1]+" "+li[1][1:]
      
        recipient_display_group.append(b)
        recipient_display_id.append(int(ID[2:-2]))
        
print(len(l))
print(len(recipient_display_group))
print(count)

702932
702932
177319

print(recipient_display_group.count("Title:[no value]"))

6187

graphdfne=graphdf.assign( Recipient_Display_Group=recipient_display_group)
graphdfnew=graphdfne.assign( Recipient_Display_ID=recipient_display_id)
graphdfnew

	GroupName1	MessSize	MessDate	Subject	Id_Direction	PartnerTypeName	Id_Recipient	Id_Regroup	Partner_Name	Recipient_Display	Recipient_Name	Dates	Time	hour	day_of_week	Recipient_Display_Group	Recipient_Display_ID
0	Senior	0,00990676879882813	2019-04-03 00:00:02	0de420e8cb4f25a853b2d42c27787d8691176975	2	Internal	852	6674	6d2830b1e76dc7300fce6745176601827d233de8	0d0128c6ca8c4006d5c1d8e1694b3302380755ab	b4b419cd95026fd7f74cc90754ec02f40de14d85	2019-04-03	00:00:02	0	Wednesday	None	None
1	Senior	0,0100250244140625	2019-04-03 00:00:02	43cbcc2246e28d855c636fae99bbd0dd828ac276	2	Internal	852	6674	6d2830b1e76dc7300fce6745176601827d233de8	0d0128c6ca8c4006d5c1d8e1694b3302380755ab	b4b419cd95026fd7f74cc90754ec02f40de14d85	2019-04-03	00:00:02	0	Wednesday	None	None
48	Staff	0,0511951446533203	2019-04-03 00:01:03	0e567ffc71c136761387febb8c869026fe1d01f3	1	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	2019-04-03	00:01:03	0	Wednesday	Staff	1336894
49	Staff	0,0611381530761719	2019-04-03 00:01:04	0e567ffc71c136761387febb8c869026fe1d01f3	2	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	2019-04-03	00:01:04	0	Wednesday	Staff	1336894
50	Senior	0,0104150772094727	2019-04-03 00:01:04	4e6b827469ada1ecff99e52afe1f171024bee5c1	2	Internal	852	6674	6d2830b1e76dc7300fce6745176601827d233de8	0d0128c6ca8c4006d5c1d8e1694b3302380755ab	b4b419cd95026fd7f74cc90754ec02f40de14d85	2019-04-03	00:01:04	0	Wednesday	None	None
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1174920	Staff	10,5279741287231	2019-03-19 23:59:03	d50150fe40834b36b3b00143a44bef8739eb83d1	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:03	23	Tuesday	Senior Manager	1685
1174921	Senior Manager	10,0429849624634	2019-03-19 23:59:20	a87260372529cbefc1f1fcb98fa344b623d8872f	1	Internal	1685	1173723	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ab721267b844d2c55730b7c6c1a738dfa7890046	27a0dafd0101f368a5881378aef66a1fa5403e38	2019-03-19	23:59:20	23	Tuesday	Staff	1173723
1174923	Staff	10,0752859115601	2019-03-19 23:59:33	a87260372529cbefc1f1fcb98fa344b623d8872f	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:33	23	Tuesday	Senior Manager	1685
1174924	Senior Manager	5,76295566558838	2019-03-19 23:59:33	e07e8cec7f1fa3a230c8602bbad0bb04a4014514	1	Internal	1685	1173723	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ab721267b844d2c55730b7c6c1a738dfa7890046	27a0dafd0101f368a5881378aef66a1fa5403e38	2019-03-19	23:59:33	23	Tuesday	Staff	1173723
1174926	Staff	5,77865791320801	2019-03-19 23:59:40	e07e8cec7f1fa3a230c8602bbad0bb04a4014514	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:40	23	Tuesday	Senior Manager	1685

702932 rows × 17 columns

lastdf=graphdfnew[(graphdfnew.Id_Direction == "2")]
lastdf

	GroupName1	MessSize	MessDate	Subject	Id_Direction	PartnerTypeName	Id_Recipient	Id_Regroup	Partner_Name	Recipient_Display	Recipient_Name	Dates	Time	hour	day_of_week	Recipient_Display_Group	Recipient_Display_ID
0	Senior	0,00990676879882813	2019-04-03 00:00:02	0de420e8cb4f25a853b2d42c27787d8691176975	2	Internal	852	6674	6d2830b1e76dc7300fce6745176601827d233de8	0d0128c6ca8c4006d5c1d8e1694b3302380755ab	b4b419cd95026fd7f74cc90754ec02f40de14d85	2019-04-03	00:00:02	0	Wednesday	None	None
1	Senior	0,0100250244140625	2019-04-03 00:00:02	43cbcc2246e28d855c636fae99bbd0dd828ac276	2	Internal	852	6674	6d2830b1e76dc7300fce6745176601827d233de8	0d0128c6ca8c4006d5c1d8e1694b3302380755ab	b4b419cd95026fd7f74cc90754ec02f40de14d85	2019-04-03	00:00:02	0	Wednesday	None	None
49	Staff	0,0611381530761719	2019-04-03 00:01:04	0e567ffc71c136761387febb8c869026fe1d01f3	2	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	2019-04-03	00:01:04	0	Wednesday	Staff	1336894
50	Senior	0,0104150772094727	2019-04-03 00:01:04	4e6b827469ada1ecff99e52afe1f171024bee5c1	2	Internal	852	6674	6d2830b1e76dc7300fce6745176601827d233de8	0d0128c6ca8c4006d5c1d8e1694b3302380755ab	b4b419cd95026fd7f74cc90754ec02f40de14d85	2019-04-03	00:01:04	0	Wednesday	None	None
52	Director	0,0190238952636719	2019-04-03 00:01:44	9664a8247f1fe9d2d0b4bafd56d113dae405001a	2	Internal	1014424	7184	6d2830b1e76dc7300fce6745176601827d233de8	c672b746633470d05577dddf2ec6365fe0321631	645f10f71c7d5e050dabee172d0aa07f40413a8e	2019-04-03	00:01:44	0	Wednesday	None	None
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1174915	Staff	57,3246335983276	2019-03-19 23:58:46	9d231eecb9005c995281e7073656c524968da9e9	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:58:46	23	Tuesday	Senior Manager	1685
1174918	Administrative Staff	0,0219230651855469	2019-03-19 23:58:57	748e633617d6a8a236d49844db1dd84330ec59b5	2	Internal	1178	7309	6d2830b1e76dc7300fce6745176601827d233de8	a307782610345bc44170ee41acb2ba7f4f3bcfd9	44c1700e758d5a3c435c4e2bbf80fb9b5645c72f	2019-03-19	23:58:57	23	Tuesday	None	None
1174920	Staff	10,5279741287231	2019-03-19 23:59:03	d50150fe40834b36b3b00143a44bef8739eb83d1	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:03	23	Tuesday	Senior Manager	1685
1174923	Staff	10,0752859115601	2019-03-19 23:59:33	a87260372529cbefc1f1fcb98fa344b623d8872f	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:33	23	Tuesday	Senior Manager	1685
1174926	Staff	5,77865791320801	2019-03-19 23:59:40	e07e8cec7f1fa3a230c8602bbad0bb04a4014514	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:40	23	Tuesday	Senior Manager	1685

389179 rows × 17 columns

#one on one communications
lastdf[['Recipient_Display_Group','Subject','MessDate','GroupName1']].groupby(["Subject", "MessDate"], as_index=False).count()

	Subject	MessDate	Recipient_Display_Group	GroupName1
0	00002ab407c3e60791d1ab3a4c85acfa031248fd	2019-08-03 19:34:37	2	2
1	00002ab407c3e60791d1ab3a4c85acfa031248fd	2019-09-03 16:52:43	1	1
2	00003a4de5108ae2ede4ce8d037fe9f8d6581ceb	2019-04-03 15:11:24	1	1
3	00004c1dd9b8237f119538227b4655f6b09befd4	2019-06-03 10:21:15	1	1
4	000099983eda078fc3425790209a81201131cd20	2019-06-03 10:49:16	1	1
...	...	...	...	...
177145	fffd75bbfac4bdf2ddee4bd9b4e85af95b3bfd5c	2019-03-15 08:28:02	3	3
177146	fffd75bbfac4bdf2ddee4bd9b4e85af95b3bfd5c	2019-03-15 09:28:36	3	3
177147	fffd75bbfac4bdf2ddee4bd9b4e85af95b3bfd5c	2019-03-15 09:49:17	4	4
177148	fffd75bbfac4bdf2ddee4bd9b4e85af95b3bfd5c	2019-03-18 09:10:47	1	1
177149	fffd75bbfac4bdf2ddee4bd9b4e85af95b3bfd5c	2019-03-18 09:10:48	3	3

177150 rows × 4 columns

## cleaning the data
mydf=graphdfnew.loc[graphdfnew['Recipient_Display_Group'] != "None"]
#mydf[["GroupName1","Id_Direction","Recipient_Display_Group"]]
mydf

	GroupName1	MessSize	MessDate	Subject	Id_Direction	PartnerTypeName	Id_Recipient	Id_Regroup	Partner_Name	Recipient_Display	Recipient_Name	Dates	Time	hour	day_of_week	Recipient_Display_Group	Recipient_Display_ID
48	Staff	0,0511951446533203	2019-04-03 00:01:03	0e567ffc71c136761387febb8c869026fe1d01f3	1	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	2019-04-03	00:01:03	0	Wednesday	Staff	1336894
49	Staff	0,0611381530761719	2019-04-03 00:01:04	0e567ffc71c136761387febb8c869026fe1d01f3	2	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	2019-04-03	00:01:04	0	Wednesday	Staff	1336894
60	Manager	0,0353221893310547	2019-04-03 00:03:14	4bb26edab1c7a7bd212a86e4308d128af11e117c	1	Internal	772	719	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	665751c47b55cb0f3c4fc9376db0c3c7109f8d99	031c2220cade22cd67b6ec200668e1c86f570889	2019-04-03	00:03:14	0	Wednesday	Senior	719
61	Senior	0,0477132797241211	2019-04-03 00:03:15	4bb26edab1c7a7bd212a86e4308d128af11e117c	2	Internal	719	772	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	031c2220cade22cd67b6ec200668e1c86f570889	665751c47b55cb0f3c4fc9376db0c3c7109f8d99	2019-04-03	00:03:15	0	Wednesday	Manager	772
67	Staff	0,0530796051025391	2019-04-03 00:04:13	0e567ffc71c136761387febb8c869026fe1d01f3	1	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	2019-04-03	00:04:13	0	Wednesday	Staff	1336894
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1174920	Staff	10,5279741287231	2019-03-19 23:59:03	d50150fe40834b36b3b00143a44bef8739eb83d1	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:03	23	Tuesday	Senior Manager	1685
1174921	Senior Manager	10,0429849624634	2019-03-19 23:59:20	a87260372529cbefc1f1fcb98fa344b623d8872f	1	Internal	1685	1173723	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ab721267b844d2c55730b7c6c1a738dfa7890046	27a0dafd0101f368a5881378aef66a1fa5403e38	2019-03-19	23:59:20	23	Tuesday	Staff	1173723
1174923	Staff	10,0752859115601	2019-03-19 23:59:33	a87260372529cbefc1f1fcb98fa344b623d8872f	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:33	23	Tuesday	Senior Manager	1685
1174924	Senior Manager	5,76295566558838	2019-03-19 23:59:33	e07e8cec7f1fa3a230c8602bbad0bb04a4014514	1	Internal	1685	1173723	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ab721267b844d2c55730b7c6c1a738dfa7890046	27a0dafd0101f368a5881378aef66a1fa5403e38	2019-03-19	23:59:33	23	Tuesday	Staff	1173723
1174926	Staff	5,77865791320801	2019-03-19 23:59:40	e07e8cec7f1fa3a230c8602bbad0bb04a4014514	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:40	23	Tuesday	Senior Manager	1685

525613 rows × 17 columns

#building the graphs
mydfrecv=mydf[(mydf.Id_Direction == "2")]
mydfrecv

	GroupName1	MessSize	MessDate	Subject	Id_Direction	PartnerTypeName	Id_Recipient	Id_Regroup	Partner_Name	Recipient_Display	Recipient_Name	Dates	Time	hour	day_of_week	Recipient_Display_Group	Recipient_Display_ID
49	Staff	0,0611381530761719	2019-04-03 00:01:04	0e567ffc71c136761387febb8c869026fe1d01f3	2	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	2019-04-03	00:01:04	0	Wednesday	Staff	1336894
61	Senior	0,0477132797241211	2019-04-03 00:03:15	4bb26edab1c7a7bd212a86e4308d128af11e117c	2	Internal	719	772	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	031c2220cade22cd67b6ec200668e1c86f570889	665751c47b55cb0f3c4fc9376db0c3c7109f8d99	2019-04-03	00:03:15	0	Wednesday	Manager	772
68	Staff	0,0630598068237305	2019-04-03 00:04:14	0e567ffc71c136761387febb8c869026fe1d01f3	2	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	2019-04-03	00:04:14	0	Wednesday	Staff	1336894
92	Staff	0,152921676635742	2019-04-03 00:09:48	5bc03f2087131f307bd84cb143a90edbf0c26b2e	2	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	2019-04-03	00:09:48	0	Wednesday	Staff	1336894
126	Manager	0,0189065933227539	2019-04-03 00:25:38	1a33e8551a549e3fa7b20cfa23bc29b604257880	2	Internal	1052	1378156	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	28dca38ae2c42d2855a4ef794cb95f6e12350b2e	bbcb57c9587cd21bf0df0b9210cf631dd600f03d	2019-04-03	00:25:38	0	Wednesday	Junior Staff	1378156
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1174912	Staff	11,3276977539063	2019-03-19 23:58:42	8854aa36e886ac05a2e3232b2bbbc5153061feb4	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:58:42	23	Tuesday	Senior Manager	1685
1174915	Staff	57,3246335983276	2019-03-19 23:58:46	9d231eecb9005c995281e7073656c524968da9e9	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:58:46	23	Tuesday	Senior Manager	1685
1174920	Staff	10,5279741287231	2019-03-19 23:59:03	d50150fe40834b36b3b00143a44bef8739eb83d1	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:03	23	Tuesday	Senior Manager	1685
1174923	Staff	10,0752859115601	2019-03-19 23:59:33	a87260372529cbefc1f1fcb98fa344b623d8872f	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:33	23	Tuesday	Senior Manager	1685
1174926	Staff	5,77865791320801	2019-03-19 23:59:40	e07e8cec7f1fa3a230c8602bbad0bb04a4014514	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	2019-03-19	23:59:40	23	Tuesday	Senior Manager	1685

272708 rows × 17 columns

adts=0
asm=0
diro=0
juns=0
staff=0
mang=0
senior=0
partner=0
nt=0
senmang=0

for row in mydfrecv.iterrows():
    recv=str(row[1]).replace(" ","").split("\n")[0].replace("GroupName1","")
    sender=str(row[1]).replace(" ","").split("\n")[15].replace("Recipient_Display_Group","")
    #print(recv)
    if recv==sender:
        if recv=="AdministrativeStaff":
            adts+=1
        elif recv=="AssistantManager":
            asm+=1
        elif recv=="Director":
            diro+=1
        elif recv=="JuniorStaff":
            juns+=1
        elif recv=="Staff":
            staff+=1
        elif recv=="Manager":
            mang+=1
        elif recv=="Senior":
            senior+=1
        elif recv=="Partner":
            partner+=1
        elif recv=="SeniorManager":
            senmang+=1
        else:
            nt+=1
print(adts)
print(asm)
print(diro)
print(juns)
print(staff)
print(mang)
print(senior)
print(partner)
print(senmang)
print(nt)
    
    

7327
484
6698
2214
32503
15519
18638
15579
9865
409

G = nx.from_pandas_edgelist(mydfrecv, 'Recipient_Display_Group', 'GroupName1', create_using=nx.DiGraph())
color_map=[]
for node in G:
    if node=="Administrative Staff":
        color_map.append('red')
    elif node=="Assistant Manager":
        color_map.append('green')
    elif node=="Director":
        color_map.append('grey')
    elif node=="Manager":
        color_map.append('yellow')
    elif node=="Junior Staff":
        color_map.append('black')
    elif node=="Partner":
        color_map.append('orange')
    elif node=="Senior":
        color_map.append('pink')
    elif node=="Senior Manager":
        color_map.append('violet')
    elif node=="Staff":
        color_map.append('cyan')
    else:
        color_map.append('blue')
nx.draw(G,node_color=color_map, pos=nx.spring_layout(G))
#plt.show()

Gemployees = nx.from_pandas_edgelist(mydfrecv, 'Recipient_Display_ID', 'Id_Recipient', create_using=nx.DiGraph())
#nx.draw(Gemployees,pos=nx.spring_layout(Gemployees))
#plt.show()

#building matrix considering only one way of emails
mydf[(mydf.Id_Direction == "2") ] #considering only one way of emails
#rn recv
#rd sent

	GroupName1	MessSize	MessDate	Subject	Id_Direction	PartnerTypeName	Id_Recipient	Id_Regroup	Partner_Name	Recipient_Display	Recipient_Name	Recipient_Display_Group	Recipient_Display_ID
49	Staff	0,0611381530761719	04/03/2019 00:01:04	0e567ffc71c136761387febb8c869026fe1d01f3	2	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	Staff	1336894
61	Senior	0,0477132797241211	04/03/2019 00:03:15	4bb26edab1c7a7bd212a86e4308d128af11e117c	2	Internal	719	772	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	031c2220cade22cd67b6ec200668e1c86f570889	665751c47b55cb0f3c4fc9376db0c3c7109f8d99	Manager	772
68	Staff	0,0630598068237305	04/03/2019 00:04:14	0e567ffc71c136761387febb8c869026fe1d01f3	2	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	Staff	1336894
92	Staff	0,152921676635742	04/03/2019 00:09:48	5bc03f2087131f307bd84cb143a90edbf0c26b2e	2	Internal	1336894	1336894	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	ae480cf987c8c8b1c3430d66359f67d838ce462f	ae480cf987c8c8b1c3430d66359f67d838ce462f	Staff	1336894
126	Manager	0,0189065933227539	04/03/2019 00:25:38	1a33e8551a549e3fa7b20cfa23bc29b604257880	2	Internal	1052	1378156	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	28dca38ae2c42d2855a4ef794cb95f6e12350b2e	bbcb57c9587cd21bf0df0b9210cf631dd600f03d	Junior Staff	1378156
...	...	...	...	...	...	...	...	...	...	...	...	...	...
1174912	Staff	11,3276977539063	19/03/2019 23:58:42	8854aa36e886ac05a2e3232b2bbbc5153061feb4	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	Senior Manager	1685
1174915	Staff	57,3246335983276	19/03/2019 23:58:46	9d231eecb9005c995281e7073656c524968da9e9	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	Senior Manager	1685
1174920	Staff	10,5279741287231	19/03/2019 23:59:03	d50150fe40834b36b3b00143a44bef8739eb83d1	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	Senior Manager	1685
1174923	Staff	10,0752859115601	19/03/2019 23:59:33	a87260372529cbefc1f1fcb98fa344b623d8872f	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	Senior Manager	1685
1174926	Staff	5,77865791320801	19/03/2019 23:59:40	e07e8cec7f1fa3a230c8602bbad0bb04a4014514	2	Internal	1173723	1685	f0ea57ffa0ffbe9ee2ee743dd0b3a739abe3c8d7	27a0dafd0101f368a5881378aef66a1fa5403e38	ab721267b844d2c55730b7c6c1a738dfa7890046	Senior Manager	1685

272708 rows × 13 columns

# removing GroupName1 != "Title:[no value]  
ddd= mydf[(mydf.GroupName1 != "Title:[no value]") ]  
#rn recv
#rd sent

#validation
ddd['GroupName1'].value_counts()  

Staff                   129872
Senior                   90436
Manager                  81487
Partner                  64042
Senior Manager           61297
Director                 42605
Administrative Staff     32144
Junior Staff             13234
Assistant Manager         7594
Name: GroupName1, dtype: int64

dfz = ddd[['Id_Recipient','Recipient_Display',]].groupby(["Id_Recipient"], as_index=False).count()
dfz

	Id_Recipient	Recipient_Display
0	1000	147
1	1001	294
2	1003	241
3	1005	341
4	1006	68
...	...	...
1532	999593	190
1533	999594	345
1534	999603	399
1535	999604	120
1536	999609	501

1537 rows × 2 columns

list_all=[]

for row in dfz.iterrows():
    id_recv=int(str(row[1]).replace(" ","").split("\n")[0].replace("Id_Recipient",""))
    #print(str(row[1]).replace(" ","").split("\n")[1].replace("Recipient_Display",""))
    count_id_recv=int(str(row[1]).replace(" ","").split("\n")[1].replace("Recipient_Display",""))
    
    onlydf=mydf[['Id_Recipient','Recipient_Display_ID']]
    
    dfx= onlydf[(onlydf.Id_Recipient==str(id_recv))].groupby(["Recipient_Display_ID"], as_index=False).count()
    c=0
    for row in dfx.iterrows():
        c+=1
        id_sender=int(str(row[1]).replace(" ","").split("\n")[0].replace("Recipient_Display_ID",""))
        
        count_id=int(str(row[1]).replace(" ","").split("\n")[1].replace("Id_Recipient",""))
        #print(id_sender, count_id)
        
        
        
        value=count_id/count_id_recv
        p=[id_sender, id_recv, value]
        list_all.append(p)

print(list_all)
#has item in form of id_sender, id_recv, the fraction
#convert this into matrix

[[940, 1000, 0.02040816326530612], [994, 1000, 0.013605442176870748], [995, 1000, 0.2108843537414966], [996, 1000, 0.047619047619047616], [997, 1000, 0.047619047619047616], [1000, 1000, 0.32653061224489793], [1001, 1000, 0.02040816326530612], [1003, 1000, 0.013605442176870748], [1005, 1000, 0.02040816326530612], [1007, 1000, 0.02040816326530612], [1008, 1000, 0.013605442176870748], [1010, 1000, 0.047619047619047616], [1011, 1000, 0.05442176870748299], [1629, 1000, 0.006802721088435374], [1845, 1000, 0.006802721088435374], [847990, 1000, 0.006802721088435374], [971458, 1000, 0.11564625850340136], [1620429, 1000, 0.006802721088435374], [940, 1001, 0.01020408163265306], [994, 1001, 0.006802721088435374], [995, 1001, 0.023809523809523808], [996, 1001, 0.03741496598639456], [997, 1001, 0.06462585034013606], [1000, 1001, 0.01020408163265306], [1001, 1001, 0.30952380952380953], [1003, 1001, 0.003401360544217687], [1005, 1001, 0.19047619047619047], [1006, 1001, 0.003401360544217687], [1007, 1001, 0.006802721088435374], [1008, 1001, 0.24149659863945577], [1010, 1001, 0.05782312925170068], [1629, 1001, 0.003401360544217687], [1834, 1001, 0.006802721088435374], [1845, 1001, 0.006802721088435374], [971458, 1001, 0.01020408163265306], [1554303, 1001, 0.003401360544217687], [1620429, 1001, 0.003401360544217687], [890, 1003, 0.004149377593360996], [891, 1003, 0.004149377593360996], [940, 1003, 0.012448132780082987], [994, 1003, 0.07053941908713693], [996, 1003, 0.06224066390041494], [997, 1003, 0.04149377593360996], [1000, 1003, 0.008298755186721992], [1001, 1003, 0.004149377593360996], [1003, 1003, 0.1825726141078838], [1005, 1003, 0.004149377593360996], [1006, 1003, 0.1078838174273859], [1008, 1003, 0.004149377593360996], [1013, 1003, 0.07468879668049792], [1016, 1003, 0.008298755186721992], [1076, 1003, 0.02074688796680498], [1304, 1003, 0.02074688796680498], [1335, 1003, 0.14107883817427386], [1544, 1003, 0.016597510373443983], [1629, 1003, 0.004149377593360996], [1774, 1003, 0.016597510373443983], [1835, 1003, 0.07468879668049792], [1845, 1003, 0.012448132780082987], [1913, 1003, 0.03319502074688797], [13269, 1003, 0.004149377593360996], [13274, 1003, 0.016597510373443983], [13342, 1003, 0.004149377593360996], [971458, 1003, 0.004149377593360996], [1601510, 1003, 0.03734439834024896], [1620429, 1003, 0.004149377593360996], [885, 1005, 0.005865102639296188], [940, 1005, 0.008797653958944282], [994, 1005, 0.002932551319648094], [995, 1005, 0.01466275659824047], [996, 1005, 0.026392961876832845], [997, 1005, 0.07331378299120235], [1000, 1005, 0.008797653958944282], [1001, 1005, 0.16422287390029325], [1003, 1005, 0.005865102639296188], [1005, 1005, 0.34017595307917886], [1006, 1005, 0.002932551319648094], [1007, 1005, 0.002932551319648094], [1008, 1005, 0.002932551319648094], [1010, 1005, 0.005865102639296188], [1011, 1005, 0.22580645161290322], [1017, 1005, 0.002932551319648094], [1026, 1005, 0.008797653958944282], [1299, 1005, 0.002932551319648094], [1310, 1005, 0.002932551319648094], [1410, 1005, 0.002932551319648094], [1629, 1005, 0.002932551319648094], [1770, 1005, 0.002932551319648094], [1789, 1005, 0.002932551319648094], [1845, 1005, 0.011730205278592375], [1882, 1005, 0.002932551319648094], [1907, 1005, 0.01466275659824047], [1920, 1005, 0.002932551319648094], [13260, 1005, 0.002932551319648094], [13342, 1005, 0.002932551319648094], [963844, 1005, 0.002932551319648094], [971458, 1005, 0.03519061583577713], [1620429, 1005, 0.002932551319648094], [940, 1006, 0.04411764705882353], [997, 1006, 0.058823529411764705], [1001, 1006, 0.014705882352941176], [1003, 1006, 0.38235294117647056], [1005, 1006, 0.014705882352941176], [1006, 1006, 0.16176470588235295], [1010, 1006, 0.08823529411764706], [1629, 1006, 0.014705882352941176], [1774, 1006, 0.014705882352941176], [1835, 1006, 0.16176470588235295], [1845, 1006, 0.014705882352941176], [13269, 1006, 0.014705882352941176], [1620429, 1006, 0.014705882352941176], [776, 1007, 0.012987012987012988], [885, 1007, 0.025974025974025976], [940, 1007, 0.03896103896103896], [997, 1007, 0.05194805194805195], [1000, 1007, 0.025974025974025976], [1001, 1007, 0.012987012987012988], [1005, 1007, 0.012987012987012988], [1007, 1007, 0.44155844155844154], [1010, 1007, 0.012987012987012988], [1017, 1007, 0.012987012987012988], [1026, 1007, 0.03896103896103896], [1299, 1007, 0.012987012987012988], [1310, 1007, 0.012987012987012988], [1347, 1007, 0.025974025974025976], [1410, 1007, 0.012987012987012988], [1629, 1007, 0.012987012987012988], [1770, 1007, 0.012987012987012988], [1782, 1007, 0.03896103896103896], [1845, 1007, 0.012987012987012988], [1882, 1007, 0.012987012987012988], [1907, 1007, 0.06493506493506493], [1920, 1007, 0.012987012987012988], [13260, 1007, 0.012987012987012988], [13269, 1007, 0.012987012987012988], [13342, 1007, 0.012987012987012988], [963844, 1007, 0.012987012987012988], [971458, 1007, 0.012987012987012988], [1620429, 1007, 0.012987012987012988], [940, 1008, 0.014354066985645933], [994, 1008, 0.004784688995215311], [996, 1008, 0.0430622009569378], [997, 1008, 0.019138755980861243], [1000, 1008, 0.009569377990430622], [1001, 1008, 0.40669856459330145], [1003, 1008, 0.004784688995215311], [1005, 1008, 0.004784688995215311], [1008, 1008, 0.2535885167464115], [1010, 1008, 0.12440191387559808], [1033, 1008, 0.004784688995215311], [1034, 1008, 0.004784688995215311], [1227, 1008, 0.009569377990430622], [1628, 1008, 0.014354066985645933], [1629, 1008, 0.004784688995215311], [1845, 1008, 0.009569377990430622], [13269, 1008, 0.004784688995215311], [971458, 1008, 0.0430622009569378], [1171006, 1008, 0.004784688995215311], [1554303, 1008, 0.009569377990430622], [1620429, 1008, 0.004784688995215311], [940, 1008147, 0.0029296875], [1072, 1008147, 0.001953125], [1140, 1008147, 0.14453125], [1169, 1008147, 0.0400390625], [1185, 1008147, 0.001953125], [1203, 1008147, 0.00390625], [1218, 1008147, 0.1220703125], [1245, 1008147, 0.126953125], [1332, 1008147, 0.0126953125], [1337, 1008147, 0.001953125], [1345, 1008147, 0.0009765625], [1427, 1008147, 0.001953125], [1519, 1008147, 0.021484375], [1549, 1008147, 0.001953125], [1566, 1008147, 0.0009765625], [1572, 1008147, 0.0009765625], [1580, 1008147, 0.0009765625], [1629, 1008147, 0.0009765625], [1653, 1008147, 0.0146484375], [1658, 1008147, 0.01171875], [1740, 1008147, 0.001953125], [1754, 1008147, 0.0009765625], [1789, 1008147, 0.0009765625], [2370, 1008147, 0.005859375], [4834, 1008147, 0.0107421875], [5029, 1008147, 0.0107421875], [13269, 1008147, 0.0009765625], [13348, 1008147, 0.0107421875], [13459, 1008147, 0.0029296875], [13468, 1008147, 0.0029296875], [16247, 1008147, 0.0107421875], [979345, 1008147, 0.033203125], [992493, 1008147, 0.0009765625], [1008147, 1008147, 0.2138671875], [1336919, 1008147, 0.0380859375], [1453337, 1008147, 0.001953125], [1558145, 1008147, 0.1357421875], [1620429, 1008147, 0.0009765625], [940, 1008148, 0.09375], [1048, 1008148, 0.03125], [1173, 1008148, 0.03125], [1238, 1008148, 0.03125], [1629, 1008148, 0.03125], [1678, 1008148, 0.125], [1737, 1008148, 0.03125], [1758, 1008148, 0.03125], [13338, 1008148, 0.03125], [13425, 1008148, 0.03125], [13427, 1008148, 0.03125], [963862, 1008148, 0.03125], [1008148, 1008148, 0.25], [1008163, 1008148, 0.03125], [1554289, 1008148, 0.03125], [1558135, 1008148, 0.125], [1620429, 1008148, 0.03125], [940, 1008149, 0.10344827586206896], [1402, 1008149, 0.06896551724137931], [1629, 1008149, 0.034482758620689655], [1874, 1008149, 0.06896551724137931], [2683, 1008149, 0.034482758620689655], [13269, 1008149, 0.034482758620689655], [963891, 1008149, 0.3448275862068966], [1008149, 1008149, 0.27586206896551724], [1620429, 1008149, 0.034482758620689655], [905, 1008150, 0.043478260869565216], [1070, 1008150, 0.033444816053511704], [1075, 1008150, 0.013377926421404682], [1078, 1008150, 0.11036789297658862], [1092, 1008150, 0.016722408026755852], [1111, 1008150, 0.010033444816053512], [1116, 1008150, 0.006688963210702341], [1130, 1008150, 0.14715719063545152], [1145, 1008150, 0.006688963210702341], [1241, 1008150, 0.016722408026755852], [1263, 1008150, 0.0033444816053511705], [1281, 1008150, 0.14046822742474915], [1585, 1008150, 0.0033444816053511705], [1622, 1008150, 0.2140468227424749], [1715, 1008150, 0.05351170568561873], [1761, 1008150, 0.0033444816053511705], [1894, 1008150, 0.046822742474916385], [1900, 1008150, 0.006688963210702341], [6340, 1008150, 0.0033444816053511705], [13269, 1008150, 0.006688963210702341], [13488, 1008150, 0.0033444816053511705], [963824, 1008150, 0.0033444816053511705], [963828, 1008150, 0.0033444816053511705], [963839, 1008150, 0.013377926421404682], [963852, 1008150, 0.0033444816053511705], [963875, 1008150, 0.0033444816053511705], [1008150, 1008150, 0.0802675585284281], [1620429, 1008150, 0.0033444816053511705], [709, 1008151, 0.00980392156862745], [729, 1008151, 0.08823529411764706], [737, 1008151, 0.00980392156862745], [800, 1008151, 0.0784313725490196], [865, 1008151, 0.0196078431372549], [1331, 1008151, 0.029411764705882353], [13215, 1008151, 0.00980392156862745], [979293, 1008151, 0.00980392156862745], [979304, 1008151, 0.00980392156862745], [1008151, 1008151, 0.7352941176470589], [694, 1008152, 0.005988023952095809], [706, 1008152, 0.029940119760479042], [708, 1008152, 0.005988023952095809], [731, 1008152, 0.005988023952095809], [732, 1008152, 0.005988023952095809], [737, 1008152, 0.005988023952095809], [769, 1008152, 0.011976047904191617], [783, 1008152, 0.03592814371257485], [829, 1008152, 0.08982035928143713], [830, 1008152, 0.005988023952095809], [845, 1008152, 0.04790419161676647], [865, 1008152, 0.011976047904191617], [870, 1008152, 0.2215568862275449], [1331, 1008152, 0.017964071856287425], [13184, 1008152, 0.011976047904191617], [979304, 1008152, 0.005988023952095809], [1008152, 1008152, 0.47904191616766467], [737, 1008153, 0.008130081300813009], [769, 1008153, 0.04878048780487805], [783, 1008153, 0.06504065040650407], [829, 1008153, 0.0975609756097561], [845, 1008153, 0.06504065040650407], [850, 1008153, 0.016260162601626018], [865, 1008153, 0.016260162601626018], [870, 1008153, 0.15447154471544716], [1331, 1008153, 0.024390243902439025], [13184, 1008153, 0.008130081300813009], [13226, 1008153, 0.032520325203252036], [979304, 1008153, 0.008130081300813009], [1008153, 1008153, 0.42276422764227645], [1459568, 1008153, 0.032520325203252036], [737, 1008154, 0.017543859649122806], [746, 1008154, 0.12280701754385964], [865, 1008154, 0.03508771929824561], [881, 1008154, 0.2982456140350877], [1331, 1008154, 0.05263157894736842], [975318, 1008154, 0.03508771929824561], [979304, 1008154, 0.017543859649122806], [1008154, 1008154, 0.08771929824561403], [1419402, 1008154, 0.3333333333333333], [702, 1008155, 0.011764705882352941], [737, 1008155, 0.011764705882352941], [746, 1008155, 0.09411764705882353], [747, 1008155, 0.6235294117647059], [865, 1008155, 0.023529411764705882], [1331, 1008155, 0.047058823529411764], [13218, 1008155, 0.011764705882352941], [979304, 1008155, 0.011764705882352941], [1008155, 1008155, 0.11764705882352941], [1336913, 1008155, 0.047058823529411764], [703, 1008156, 0.03571428571428571], [737, 1008156, 0.03571428571428571], [738, 1008156, 0.03571428571428571], [865, 1008156, 0.07142857142857142], [1331, 1008156, 0.14285714285714285], [13198, 1008156, 0.03571428571428571], [979304, 1008156, 0.03571428571428571], [1008156, 1008156, 0.32142857142857145], [1839542, 1008156, 0.2857142857142857], [703, 1008158, 0.024390243902439025], [709, 1008158, 0.024390243902439025], [737, 1008158, 0.024390243902439025], [739, 1008158, 0.07317073170731707], [799, 1008158, 0.04878048780487805], [865, 1008158, 0.04878048780487805], [1331, 1008158, 0.0975609756097561], [13198, 1008158, 0.07317073170731707], [979304, 1008158, 0.024390243902439025], [999586, 1008158, 0.0975609756097561], [999587, 1008158, 0.07317073170731707], [1008158, 1008158, 0.12195121951219512], [1151587, 1008158, 0.04878048780487805], [1169741, 1008158, 0.0975609756097561], [1839542, 1008158, 0.12195121951219512], [687, 1008159, 0.0625], [703, 1008159, 0.03125], [709, 1008159, 0.03125], [737, 1008159, 0.03125], [865, 1008159, 0.0625], [1331, 1008159, 0.15625], [13198, 1008159, 0.03125], [979304, 1008159, 0.03125], [1008159, 1008159, 0.34375], [1419396, 1008159, 0.03125], [1839542, 1008159, 0.1875], [940, 1008163, 0.0076726342710997444], [1048, 1008163, 0.0025575447570332483], [1053, 1008163, 0.0025575447570332483], [1060, 1008163, 0.015345268542199489], [1063, 1008163, 0.0025575447570332483], [1067, 1008163, 0.0025575447570332483], [1097, 1008163, 0.0025575447570332483], [1099, 1008163, 0.0025575447570332483], [1102, 1008163, 0.0025575447570332483], [1157, 1008163, 0.0025575447570332483], [1173, 1008163, 0.0025575447570332483], [1192, 1008163, 0.0025575447570332483], [1197, 1008163, 0.0025575447570332483], [1210, 1008163, 0.0025575447570332483], [1226, 1008163, 0.04603580562659847], [1236, 1008163, 0.0025575447570332483], [1238, 1008163, 0.005115089514066497], [1239, 1008163, 0.0025575447570332483], [1256, 1008163, 0.0025575447570332483], [1269, 1008163, 0.0025575447570332483], [1274, 1008163, 0.0025575447570332483], [1293, 1008163, 0.005115089514066497], [1303, 1008163, 0.005115089514066497], [1315, 1008163, 0.0025575447570332483], [1324, 1008163, 0.0025575447570332483], [1326, 1008163, 0.0025575447570332483], [1336, 1008163, 0.0025575447570332483], [1338, 1008163, 0.02557544757033248], [1354, 1008163, 0.0025575447570332483], [1362, 1008163, 0.005115089514066497], [1363, 1008163, 0.0025575447570332483], [1368, 1008163, 0.0025575447570332483], [1369, 1008163, 0.015345268542199489], [1370, 1008163, 0.0025575447570332483], [1379, 1008163, 0.0025575447570332483], [1383, 1008163, 0.017902813299232736], [1411, 1008163, 0.0025575447570332483], [1428, 1008163, 0.0025575447570332483], [1434, 1008163, 0.005115089514066497], [1449, 1008163, 0.0025575447570332483], [1486, 1008163, 0.0076726342710997444], [1509, 1008163, 0.0025575447570332483], [1543, 1008163, 0.0025575447570332483], [1554, 1008163, 0.030690537084398978], [1556, 1008163, 0.0025575447570332483], [1584, 1008163, 0.0025575447570332483], [1595, 1008163, 0.0025575447570332483], [1604, 1008163, 0.0025575447570332483], [1605, 1008163, 0.0025575447570332483], [1612, 1008163, 0.0025575447570332483], [1629, 1008163, 0.0025575447570332483], [1633, 1008163, 0.0025575447570332483], [1665, 1008163, 0.0025575447570332483], [1667, 1008163, 0.0025575447570332483], [1673, 1008163, 0.0025575447570332483], [1678, 1008163, 0.0025575447570332483], [1692, 1008163, 0.0025575447570332483], [1696, 1008163, 0.0025575447570332483], [1709, 1008163, 0.0025575447570332483], [1714, 1008163, 0.0025575447570332483], [1717, 1008163, 0.0025575447570332483], [1732, 1008163, 0.0025575447570332483], [1737, 1008163, 0.0025575447570332483], [1753, 1008163, 0.0025575447570332483], [1758, 1008163, 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0.09734513274336283], [709, 999587, 0.008849557522123894], [737, 999587, 0.008849557522123894], [738, 999587, 0.017699115044247787], [739, 999587, 0.035398230088495575], [865, 999587, 0.017699115044247787], [1331, 999587, 0.02654867256637168], [13189, 999587, 0.02654867256637168], [13198, 999587, 0.40707964601769914], [13232, 999587, 0.008849557522123894], [17132, 999587, 0.008849557522123894], [979304, 999587, 0.008849557522123894], [999587, 999587, 0.23008849557522124], [1008158, 999587, 0.02654867256637168], [1151597, 999587, 0.04424778761061947], [1839542, 999587, 0.02654867256637168], [685, 999588, 0.3490566037735849], [688, 999588, 0.018867924528301886], [694, 999588, 0.018867924528301886], [706, 999588, 0.04716981132075472], [709, 999588, 0.009433962264150943], [737, 999588, 0.009433962264150943], [749, 999588, 0.05660377358490566], [793, 999588, 0.009433962264150943], [865, 999588, 0.018867924528301886], [1331, 999588, 0.02830188679245283], [13197, 999588, 0.03773584905660377], [13240, 999588, 0.07547169811320754], [979304, 999588, 0.009433962264150943], [999588, 999588, 0.27358490566037735], [1336901, 999588, 0.018867924528301886], [1601548, 999588, 0.018867924528301886], [709, 999589, 0.017543859649122806], [737, 999589, 0.017543859649122806], [865, 999589, 0.03508771929824561], [1331, 999589, 0.05263157894736842], [979304, 999589, 0.017543859649122806], [999589, 999589, 0.8421052631578947], [999591, 999589, 0.017543859649122806], [709, 999590, 0.023255813953488372], [722, 999590, 0.023255813953488372], [737, 999590, 0.023255813953488372], [750, 999590, 0.20930232558139536], [751, 999590, 0.3023255813953488], [865, 999590, 0.046511627906976744], [1193, 999590, 0.023255813953488372], [1331, 999590, 0.06976744186046512], [13229, 999590, 0.06976744186046512], [979304, 999590, 0.023255813953488372], [999590, 999590, 0.16279069767441862], [999591, 999590, 0.023255813953488372], [706, 999591, 0.029411764705882353], [722, 999591, 0.058823529411764705], [737, 999591, 0.029411764705882353], [750, 999591, 0.11764705882352941], [751, 999591, 0.029411764705882353], [865, 999591, 0.058823529411764705], [1331, 999591, 0.08823529411764706], [13186, 999591, 0.058823529411764705], [13229, 999591, 0.058823529411764705], [979304, 999591, 0.029411764705882353], [999589, 999591, 0.029411764705882353], [999590, 999591, 0.029411764705882353], [999591, 999591, 0.23529411764705882], [999592, 999591, 0.029411764705882353], [1432666, 999591, 0.029411764705882353], [1589813, 999591, 0.08823529411764706], [709, 999592, 0.009771986970684038], [737, 999592, 0.003257328990228013], [776, 999592, 0.009771986970684038], [865, 999592, 0.006514657980456026], [1331, 999592, 0.009771986970684038], [979304, 999592, 0.003257328990228013], [999591, 999592, 0.003257328990228013], [999592, 999592, 0.9543973941368078], [733, 999593, 0.010526315789473684], [737, 999593, 0.005263157894736842], [755, 999593, 0.005263157894736842], [762, 999593, 0.005263157894736842], [844, 999593, 0.005263157894736842], [865, 999593, 0.010526315789473684], [1331, 999593, 0.015789473684210527], [979304, 999593, 0.005263157894736842], [999593, 999593, 0.9368421052631579], [709, 999594, 0.008695652173913044], [716, 999594, 0.06086956521739131], [737, 999594, 0.002898550724637681], [740, 999594, 0.0463768115942029], [772, 999594, 0.008695652173913044], [784, 999594, 0.06086956521739131], [801, 999594, 0.014492753623188406], [814, 999594, 0.002898550724637681], [847, 999594, 0.005797101449275362], [855, 999594, 0.002898550724637681], [857, 999594, 0.014492753623188406], [865, 999594, 0.005797101449275362], [876, 999594, 0.014492753623188406], [1331, 999594, 0.008695652173913044], [13223, 999594, 0.002898550724637681], [979304, 999594, 0.002898550724637681], [999594, 999594, 0.3333333333333333], [1151582, 999594, 0.1536231884057971], [1336892, 999594, 0.020289855072463767], [1413724, 999594, 0.03768115942028986], [1601551, 999594, 0.017391304347826087], [1618699, 999594, 0.002898550724637681], [1628154, 999594, 0.05217391304347826], [1634032, 999594, 0.11884057971014493], [940, 999603, 0.007518796992481203], [1035, 999603, 0.010025062656641603], [1048, 999603, 0.005012531328320802], [1173, 999603, 0.002506265664160401], [1207, 999603, 0.012531328320802004], [1238, 999603, 0.002506265664160401], [1269, 999603, 0.005012531328320802], [1324, 999603, 0.005012531328320802], [1336, 999603, 0.03508771929824561], [1370, 999603, 0.007518796992481203], [1379, 999603, 0.005012531328320802], [1578, 999603, 0.007518796992481203], [1629, 999603, 0.002506265664160401], [1678, 999603, 0.010025062656641603], [1737, 999603, 0.002506265664160401], [1758, 999603, 0.002506265664160401], [1760, 999603, 0.010025062656641603], [13289, 999603, 0.010025062656641603], [13292, 999603, 0.005012531328320802], [13338, 999603, 0.005012531328320802], [13378, 999603, 0.012531328320802004], [13423, 999603, 0.007518796992481203], [13425, 999603, 0.002506265664160401], [13427, 999603, 0.002506265664160401], [13468, 999603, 0.010025062656641603], [16015, 999603, 0.010025062656641603], [963862, 999603, 0.015037593984962405], [999603, 999603, 0.5914786967418546], [1008163, 999603, 0.002506265664160401], [1014424, 999603, 0.03258145363408521], [1496849, 999603, 0.020050125313283207], [1534310, 999603, 0.005012531328320802], [1554287, 999603, 0.007518796992481203], [1554289, 999603, 0.002506265664160401], [1558135, 999603, 0.047619047619047616], [1589811, 999603, 0.002506265664160401], [1620429, 999603, 0.002506265664160401], [1628155, 999603, 0.017543859649122806], [1657379, 999603, 0.012531328320802004], [1672531, 999603, 0.002506265664160401], [1682655, 999603, 0.03508771929824561], [1822874, 999603, 0.005012531328320802], [940, 999604, 0.025], [1115, 999604, 0.016666666666666666], [1242, 999604, 0.16666666666666666], [1414, 999604, 0.025], [1428, 999604, 0.008333333333333333], [1499, 999604, 0.008333333333333333], [1513, 999604, 0.016666666666666666], [1521, 999604, 0.016666666666666666], [1629, 999604, 0.008333333333333333], [1652, 999604, 0.2], [1661, 999604, 0.016666666666666666], [1666, 999604, 0.016666666666666666], [1679, 999604, 0.26666666666666666], [13389, 999604, 0.008333333333333333], [13436, 999604, 0.016666666666666666], [13470, 999604, 0.008333333333333333], [16092, 999604, 0.008333333333333333], [975345, 999604, 0.05], [999604, 999604, 0.09166666666666666], [1171010, 999604, 0.008333333333333333], [1534308, 999604, 0.008333333333333333], [1620429, 999604, 0.008333333333333333], [940, 999609, 0.005988023952095809], [1045, 999609, 0.001996007984031936], [1059, 999609, 0.007984031936127744], [1074, 999609, 0.01996007984031936], [1107, 999609, 0.01996007984031936], [1108, 999609, 0.007984031936127744], [1115, 999609, 0.001996007984031936], [1117, 999609, 0.001996007984031936], [1118, 999609, 0.003992015968063872], [1137, 999609, 0.003992015968063872], [1218, 999609, 0.005988023952095809], [1244, 999609, 0.005988023952095809], [1270, 999609, 0.011976047904191617], [1289, 999609, 0.1217564870259481], [1320, 999609, 0.001996007984031936], [1377, 999609, 0.00998003992015968], [1389, 999609, 0.003992015968063872], [1419, 999609, 0.003992015968063872], [1427, 999609, 0.02594810379241517], [1428, 999609, 0.001996007984031936], [1437, 999609, 0.00998003992015968], [1493, 999609, 0.003992015968063872], [1499, 999609, 0.05389221556886228], [1504, 999609, 0.043912175648702596], [1513, 999609, 0.003992015968063872], [1549, 999609, 0.005988023952095809], [1603, 999609, 0.003992015968063872], [1629, 999609, 0.001996007984031936], [1658, 999609, 0.005988023952095809], [1687, 999609, 0.001996007984031936], [1694, 999609, 0.001996007984031936], [1699, 999609, 0.00998003992015968], [1716, 999609, 0.14171656686626746], [1749, 999609, 0.011976047904191617], [1754, 999609, 0.02594810379241517], [1830, 999609, 0.00998003992015968], [1831, 999609, 0.003992015968063872], [4834, 999609, 0.01996007984031936], [13298, 999609, 0.001996007984031936], [13302, 999609, 0.05189620758483034], [13342, 999609, 0.015968063872255488], [13374, 999609, 0.001996007984031936], [13433, 999609, 0.001996007984031936], [13441, 999609, 0.003992015968063872], [13470, 999609, 0.001996007984031936], [16092, 999609, 0.001996007984031936], [963822, 999609, 0.003992015968063872], [963848, 999609, 0.00998003992015968], [999609, 999609, 0.23353293413173654], [1171010, 999609, 0.001996007984031936], [1336888, 999609, 0.00998003992015968], [1336929, 999609, 0.001996007984031936], [1384411, 999609, 0.001996007984031936], [1432675, 999609, 0.001996007984031936], [1534308, 999609, 0.001996007984031936], [1545223, 999609, 0.001996007984031936], [1620429, 999609, 0.001996007984031936], [1661918, 999609, 0.015968063872255488]]

#creating a data frame 
df_1 = pd.DataFrame(list_all)
df_1.columns = ['id_sender', 'id_recv', 'fraction']
df_1

	id_sender	id_recv	fraction
0	940	1000	0.020408
1	994	1000	0.013605
2	995	1000	0.210884
3	996	1000	0.047619
4	997	1000	0.047619
...	...	...	...
63338	1432675	999609	0.001996
63339	1534308	999609	0.001996
63340	1545223	999609	0.001996
63341	1620429	999609	0.001996
63342	1661918	999609	0.015968

63343 rows × 3 columns

Creating the graph

#creating the graph with id_sender, id_recv
G_2_emp = nx.from_pandas_edgelist(df_1, 'id_sender', 'id_recv', create_using=nx.DiGraph())
G_2_emp

<networkx.classes.digraph.DiGraph at 0x1a68bc85c70>

EXPERIMENTS

Cluster

In this section, we have tried some experiments to identity the groups into the company based on email exchange between employees. Our objective is to see in details which works have more communication, which are the essential in operations, etc. The idea is to identity some patterns in the data that can be used for the Human Resources department to improve process and performance into the company. For that, we used K-means to predict the number of possible clusters, communities detection techniques to predict and visualize the network. Finally, we calculated the centrality measure into communities to identity the most ‘important’ employees.

#pre treatement- adj matrix 
graphs=[G_2_emp]
G_p1=graphs[0]
A=nx.adjacency_matrix(G_p1)
print(A.todense())

[[0 1 1 ... 0 0 0]
 [0 1 1 ... 0 0 0]
 [0 1 1 ... 0 0 0]
 ...
 [0 0 0 ... 1 0 0]
 [0 0 0 ... 0 0 0]
 [0 0 0 ... 0 0 0]]

#pre treatement- laplacian matrix 
L = nx.directed_laplacian_matrix(G_p1).astype(float)
print(L)

[[           1.000           -0.000           -0.000 ...           -0.000           -0.000           -0.000]
 [          -0.000            0.947           -0.040 ...           -0.000           -0.000           -0.000]
 [          -0.000           -0.040            0.969 ...           -0.000           -0.000           -0.000]
 ...
 [          -0.000           -0.000           -0.000 ...            0.050           -0.000           -0.000]
 [          -0.000           -0.000           -0.000 ...           -0.000            1.000           -0.000]
 [          -0.000           -0.000           -0.000 ...           -0.000           -0.000            1.000]]

#Decomposition :Compute eigenvalues and eigenvectors of the Laplacian Matrix, 
import scipy as sp 
w,v = sp.sparse.linalg.eigsh(L, k = 3, which='SM')
print(w)
print(v)

[          -0.000            0.050            0.085]
[[          -0.006            0.000           -0.001]
 [          -0.017            0.000           -0.007]
 [          -0.020            0.000           -0.008]
 ...
 [          -0.025           -1.000           -0.001]
 [          -0.006            0.000            0.006]
 [          -0.006            0.000            0.006]]

#cluster 
from sklearn.cluster import KMeans

X = v*w
kmeans = KMeans(init='k-means++', n_clusters=3, n_init=10)
kmeans.fit_predict(X)
centroids = kmeans.cluster_centers_
labels = kmeans.labels_
error = kmeans.inertia_

# optimal number of clusters - silhouette :
import matplotlib.style as style
range_n_clusters = [1, 2, 3, 4, 5, 6,7,8,9,10]
avg_distance=[]
for n_clusters in range_n_clusters:
    clusterer = KMeans(n_clusters=n_clusters, random_state=42).fit(X)
    avg_distance.append(clusterer.inertia_)

style.use("fivethirtyeight")
plt.plot(range_n_clusters, avg_distance)
plt.xlabel("Number of Clusters (k)")
plt.ylabel("Distance")
plt.show()

# fintering data frame 
xxx = ddd[['Id_Recipient','GroupName1']]

Communities detection

G_social = G_2_emp.to_undirected()

#calculating communities
import networkx.algorithms.community as nxcom
communities = sorted(nxcom.greedy_modularity_communities(G_social), key=len, reverse=True)
len(communities)

6

Colours for each community created

#graph network
pos = nx.spring_layout(G_social, k=0.1)
plt.rcParams.update({'figure.figsize': (30, 20)})
nx.draw_networkx(
        G_social,
        pos=pos,
        node_size=0,
        edge_color="#444444",
        alpha=0.05,
        with_labels=False)

def set_node_community(G, communities):
        '''Add community to node attributes'''
        for c, v_c in enumerate(communities):
            for v in v_c:
                # Add 1 to save 0 for external edges
                G.nodes[v]['community'] = c + 1
def set_edge_community(G):
        '''Find internal edges and add their community to their attributes'''
        for v, w, in G.edges:
            if G.nodes[v]['community'] == G.nodes[w]['community']:
                # Internal edge, mark with community
                G.edges[v, w]['community'] = G.nodes[v]['community']
            else:
                # External edge, mark as 0
                G.edges[v, w]['community'] = 0
def get_color(i, r_off=1, g_off=1, b_off=1):
        '''Assign a color to a vertex.'''
        r0, g0, b0 = 0, 0, 0
        n = 16
        low, high = 0.1, 0.9
        span = high - low
        r = low + span * (((i + r_off) * 3) % n) / (n - 1)
        g = low + span * (((i + g_off) * 5) % n) / (n - 1)
        b = low + span * (((i + b_off) * 7) % n) / (n - 1)
        return (r, g, b)

#print communities graph with colors

plt.rcParams.update(plt.rcParamsDefault)
plt.rcParams.update({'figure.figsize': (30, 20)})
#plt.style.use('dark_background')
# Set node and edge communities
set_node_community(G_social, communities)
set_edge_community(G_social)
# Set community color for internal edges
external = [(v, w) for v, w in G_social.edges if G_social.edges[v, w]['community'] == 0]
internal = [(v, w) for v, w in G_social.edges if G_social.edges[v, w]['community'] > 0]
internal_color = ["black" for e in internal]
node_color = [get_color(G_social.nodes[v]['community']) for v in G_social.nodes]
# external edges
nx.draw_networkx(
        G_social,
        pos=pos,
        node_size=0,
        edgelist=external,
        edge_color="silver",
        node_color=node_color,
        alpha=0.2,
        with_labels=False)
    # internal edges
nx.draw_networkx(
        G_social, pos=pos,
        edgelist=internal,
        edge_color=internal_color,
        node_color=node_color,
        alpha=0.05,
        with_labels=False)

K- Core

G_social.remove_edges_from(nx.selfloop_edges(G_social)) #removing self modularity 
    
    # cores with at lest degree 30
    G_core_30 = nx.k_core(G_social, 30)
    # similarly, with at least degree 60
    G_core_60 = nx.k_core(G_social, 60)
    # Visualize network and k-cores
    plt.rcParams.update(plt.rcParamsDefault)
    plt.rcParams.update({'figure.figsize': (30, 20)})
   # plt.style.use('dark_background')
    pos = nx.spring_layout(G_social, k=0.1)
    nx.draw_networkx(
        G_social, pos=pos, node_size=0, edge_color="#333333", alpha=0.05, with_labels=False)
    nx.draw_networkx(
        G_core_30, pos=pos, node_size=0, edge_color="green", alpha=0.05, with_labels=False)
    nx.draw_networkx(
        G_core_60, pos=pos, node_size=0, edge_color="red", alpha=0.05, with_labels=False)

Modularity

modularity_dict = {} # Create a blank dictionary
for i,c in enumerate(communities): # Loop through the list of communities, keeping track of the number for the community
    for name in c: # Loop through each person in a community
        modularity_dict[name] = i # Create an entry in the dictionary for the person, where the value is which group they belong to.

# Now you can add modularity information like we did the other metrics
nx.set_node_attributes(G_social, modularity_dict, 'modularity')

modularity_dict

{16387: 0,
 1628164: 0,
 1601557: 0,
 1855542: 0,
 997463: 0,
 997471: 0,
 1624216: 0,
 1822874: 0,
 999582: 0,
 999583: 0,
 999584: 0,
 999603: 0,
 6340: 0,
 1845444: 0,
 1738993: 0,
 4404: 0,
 1667382: 0,
 2370: 0,
 1169754: 0,
 1534304: 0,
 1534305: 0,
 1534309: 0,
 979302: 0,
 979303: 0,
 1534310: 0,
 1534336: 0,
 979345: 0,
 979371: 0,
 1839535: 0,
 1862075: 0,
 1726912: 0,
 1620426: 0,
 1620429: 0,
 1800672: 0,
 975337: 0,
 1796591: 0,
 975373: 0,
 1008147: 0,
 1008148: 0,
 1008150: 0,
 1008163: 0,
 1657379: 0,
 1008173: 0,
 975406: 0,
 1589811: 0,
 1008183: 0,
 1151580: 0,
 1784422: 0,
 1151596: 0,
 1014423: 0,
 1014426: 0,
 1014428: 0,
 1788592: 0,
 975538: 0,
 975542: 0,
 975546: 0,
 1014458: 0,
 971465: 0,
 1483512: 0,
 1483514: 0,
 1526595: 0,
 1601527: 0,
 1764205: 0,
 892: 0,
 905: 0,
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size of each community

import operator
from operator import itemgetter

# First get a list of just the nodes in that class
class0 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 0]
class1 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 1]
class2 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 2]
class3 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 3]
class4 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 4]
class5 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 5]

sizeOfDemoList = len(class5)
sizeOfDemoList

1

calculating centrality measure inside each communities

degree_dict = nx.degree_centrality(G_social) # Run degree centrality
closeness_dict = nx.closeness_centrality(G_social) # Run closeness  centrality
betweenness_dict  = nx.betweenness_centrality(G_social) # Run eigenvector centrality
eigenvector_dict = nx.eigenvector_centrality(G_social) # Run eigenvector centrality


# Assign each to an attribute in your network
nx.set_node_attributes(G_social, degree_dict, 'degree')
nx.set_node_attributes(G_social, closeness_dict, 'closeness_cent')
nx.set_node_attributes(G_social, betweenness_dict, 'betweenness')
nx.set_node_attributes(G_social, eigenvector_dict, 'eigenvector')

centrality measures into community class 0

import operator
from operator import itemgetter

# First get a list of just the nodes in that class
class0 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 5]

# Then create a dictionary of the eigenvector centralities of those nodes
class0_eigenvector = {n:G_social.nodes[n]['degree'] for n in class0}

#Then sort that dictionary and print the first 5 results

class0_sorted_by_eigenvector = sorted(class0_eigenvector.items(), key=itemgetter(1), reverse=True)

print("Modularity Class 0 Sorted by degree Centrality:")
for node in class0_sorted_by_eigenvector[:5]:
   # print("Name:", node[0], "| degree Centrality:", node[1])
   print( node[0] )

Modularity Class 0 Sorted by degree Centrality:
1774929

import operator
from operator import itemgetter

# First get a list of just the nodes in that class
class0 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 5]

# Then create a dictionary of the eigenvector centralities of those nodes
class0_eigenvector = {n:G_social.nodes[n]['eigenvector'] for n in class0}

#Then sort that dictionary and print the first 5 results

class0_sorted_by_eigenvector = sorted(class0_eigenvector.items(), key=itemgetter(1), reverse=True)

print("Modularity Class 0 Sorted by Eigenvector Centrality:")
for node in class0_sorted_by_eigenvector[:5]:
  # print("Name:", node[0], "| degree Centrality:", node[1])
   print( node[0] )

Modularity Class 0 Sorted by Eigenvector Centrality:
1774929

import operator
from operator import itemgetter

# First get a list of just the nodes in that class
class0 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 5]

# Then create a dictionary of the eigenvector centralities of those nodes
class0_eigenvector = {n:G_social.nodes[n]['closeness_cent'] for n in class0}

#Then sort that dictionary and print the first 5 results

class0_sorted_by_eigenvector = sorted(class0_eigenvector.items(), key=itemgetter(1), reverse=True)

print("Modularity Class 0 Sorted by closeness Centrality:")
for node in class0_sorted_by_eigenvector[:5]:
# print("Name:", node[0], "| degree Centrality:", node[1])
   print( node[0] )

Modularity Class 0 Sorted by closeness Centrality:
1774929

# First get a list of just the nodes in that class
class0 = [n for n in G_social.nodes() if G_social.nodes[n]['modularity'] == 5]

# Then create a dictionary of the eigenvector centralities of those nodes
class0_eigenvector = {n:G_social.nodes[n]['betweenness'] for n in class0}

#Then sort that dictionary and print the first 5 results

class0_sorted_by_eigenvector = sorted(class0_eigenvector.items(), key=itemgetter(1), reverse=True)

print("Modularity Class 0 Sorted by betweenness Centrality:")
for node in class0_sorted_by_eigenvector[:5]:
# print("Name:", node[0], "| degree Centrality:", node[1])
   print( node[0] )

Modularity Class 0 Sorted by betweenness Centrality:
1774929

Idenfity roles from 5 higest measures into communities

# idenfity roles  
role_0 = xxx[xxx.Id_Recipient.isin(['1620429','13338','1558135','1758','1238','1178','13468','1815','1354'])]
role_0.groupby(['Id_Recipient', 'GroupName1']).size()

Id_Recipient  GroupName1          
1178          Administrative Staff    2682
1238          Staff                    230
13338         Staff                    670
13468         Partner                 1364
1354          Partner                 1302
1558135       Senior                  1046
1620429       Partner                 1816
1758          Staff                    310
1815          Administrative Staff    1524
dtype: int64

 role_1 = xxx[xxx.Id_Recipient.isin(['1629',
'1683',
'940',
'13269',
'13342',
'1056',
'885',
'1299',
'1920'
])]
role_1.groupby(['Id_Recipient', 'GroupName1']).size()

Id_Recipient  GroupName1       
1056          Partner              1564
1299          Manager               364
13342         Staff                 966
1629          Director             3165
1683          Assistant Manager    4907
1920          Senior               1332
885           Senior Manager        575
dtype: int64

 role_2 = xxx[xxx.Id_Recipient.isin(['1331',
'865',
'979304',
'737',
'709',
'1441',
'1124',
'853',
'1886',
'1273',
'694',
'880',
'13215'])]
role_2.groupby(['Id_Recipient', 'GroupName1']).size()

Id_Recipient  GroupName1          
1124          Director                 502
1273          Partner                  606
13215         Staff                    461
1331          Partner                 2144
1441          Administrative Staff     570
1886          Administrative Staff     633
694           Staff                    702
709           Senior                   611
737           Senior                   738
853           Senior                   534
865           Manager                 1649
880           Senior                   321
979304        Manager                  945
dtype: int64

 role_3 = xxx[xxx.Id_Recipient.isin(['1428',
'1513',
'1499',
'1171010',
'16092',
'1501',
'1580',
'1520'])]
role_3.groupby(['Id_Recipient', 'GroupName1']).size()

Id_Recipient  GroupName1          
1171010       Senior                   835
1428          Partner                 1945
1499          Senior Manager           851
1501          Administrative Staff    1781
1513          Manager                 1574
1520          Senior                  1420
1580          Administrative Staff     851
16092         Senior Manager           874
dtype: int64

 role_4 = xxx[xxx.Id_Recipient.isin(['1405828'
'1677',
'1316',
'1179',
'1180',
'1905',
'1609',
'1620423',
'1888'
])]
role_4.groupby(['Id_Recipient', 'GroupName1']).size()

Id_Recipient  GroupName1    
1179          Senior Manager    526
1180          Senior Manager    910
1316          Director          784
1609          Manager           328
1620423       Manager           115
1888          Partner           205
1905          Partner           892
dtype: int64